{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "67c4147c-a0f1-4e08-9197-52d71779a775",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import sys\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c6710b7-4ac3-49b0-aa19-c0566ae98e23",
   "metadata": {},
   "source": [
    "花萼长度 (cm)，鸢尾花花萼长度\n",
    "\n",
    "花萼宽度 (cm)，鸢尾花花萼宽度\n",
    "\n",
    "花瓣长度 (cm)，鸢尾花花瓣长度\n",
    "\n",
    "花瓣宽度 (cm)，鸢尾花花瓣宽度\n",
    "\n",
    "鸢尾花种类，Setosa（山鸢尾花）、Versicolour（杂色鸢尾花）、Virginica（维吉尼亚鸢尾花）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "ed100970-94a6-4512-940c-cc6a4352db83",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = pd.read_csv('./iris.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "2e67ee92-fd37-4967-a080-544a23779b33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         setosa\n",
       "1         setosa\n",
       "2         setosa\n",
       "3         setosa\n",
       "4         setosa\n",
       "         ...    \n",
       "145    virginica\n",
       "146    virginica\n",
       "147    virginica\n",
       "148    virginica\n",
       "149    virginica\n",
       "Name: 鸢尾花种类, Length: 150, dtype: object"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris['鸢尾花种类']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "a4eca567-c054-4d25-9b0c-eb18dcab5e1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7YAAABpCAYAAAAOer//AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAADhklEQVR4nO3doWpWcRzH4f+GfViNtoHNsr48i0vegMkLsClGg4holoEGmcVkGagYBJNFb8ELEIOG4yXsPWfM42c+Tz7hx7e8fDgH3q1pmqYBAAAAUdtrHwAAAABnIWwBAABIE7YAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECasAUAACBN2AIAAJB2adMHn71+Oy5fvXaet1w4d199WfuEpCe3v659Qs7990drn5D06dedtU/I+X7vwdonJF15cXPtE3K23z1e+4Skz9f9hs71/OHHtU9IevphWvuEnDe3Hq19QtKNl982em7jN7a/f/5YfAwAAACcF58iAwAAkCZsAQAASBO2AAAApAlbAAAA0oQtAAAAacIWAACANGELAABAmrAFAAAgTdgCAACQJmwBAABIE7YAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECasAUAACBN2AIAAJAmbAEAAEgTtgAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIE3YAgAAkCZsAQAASBO2AAAApAlbAAAA0oQtAAAAacIWAACANGELAABAmrAFAAAgTdgCAACQJmwBAABIE7YAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECasAUAACBN2AIAAJAmbAEAAEgTtgAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIE3YAgAAkCZsAQAASBO2AAAApAlbAAAA0oQtAAAAacIWAACANGELAABAmrAFAAAgTdgCAACQJmwBAABIE7YAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECasAUAACBN2AIAAJAmbAEAAEgTtgAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIE3YAgAAkCZsAQAASBO2AAAApG1N0zSd9tD+/v7Y3d0dBwcHf+OmC+P4+HiMMcbh4eHKl3TYbBm7zWezZew2n82Wsdt8NlvGbvPZbBm7LbOzszP29vZOfW7jsB1jjJOTk7Nf9h+x23w2W8Zu89lsGbvNZ7Nl7DafzZax23w2W8Zu58unyAAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIG2jv/sBAACAf5U3tgAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIE3YAgAAkCZsAQAASBO2AAAApP0BnWFzpujLUV4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"Paired\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "407e66b4-f31d-4ca6-aa66-b9d9d4965cda",
   "metadata": {},
   "source": [
    "# 第一题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "4d1a9d94-047b-4844-859d-1926c1b91b64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 613.375x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "custom_set = {\n",
    "    \"font.family\": \"STsong\",\n",
    "    \"axes.spines.left\": True,  #y坐标轴开启\n",
    "    \"axes.spines.bottom\": True,  #x坐标轴开启\n",
    "    \"axes.spines.top\": False,  #上方坐标轴关闭\n",
    "    \"axes.spines.right\": False,  #右侧坐标轴关闭\n",
    "    \"axes.edgecolor\": \"gray\",  #坐标轴颜色\n",
    "    \"axes.linewidth\": 0.4,  #坐标轴宽度\n",
    "    \"grid.linewidth\": 0.3,  #网格线宽度\n",
    "    \"grid.alpha\": 1,  #网格线透明度\n",
    "    \"legend.frameon\": True,  #图例边框开启\n",
    "    \"legend.framealpha\": 0.5, #  图例边框透明度\n",
    "    \n",
    " }\n",
    "sns.set_theme(\n",
    "    style='ticks',  #设置图表的风格为“ticks”\n",
    "    rc=custom_set,  #坐标轴、图例、网格线等其它设置\n",
    "    font_scale=1,  #文本字号\n",
    ")\n",
    "sns.relplot(\n",
    "    data=iris,  \n",
    "    x=\"花瓣长度 (cm)\",\n",
    "    y=\"花瓣宽度 (cm)\",\n",
    "    hue=\"鸢尾花种类\",\n",
    "    s=100,\n",
    "    style=\"鸢尾花种类\",\n",
    "    markers=[\"o\", \"P\", \"^\"],\n",
    "    palette = ['#aecde1','#ed9f9b','#c6b3d3']\n",
    ")\n",
    "plt.savefig('./第一题.png',transparent=True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "244af1f7-5051-4cf7-81cf-c3511108382e",
   "metadata": {},
   "source": [
    "# 第二题\n",
    "绘制不同花卉种类的花萼长度（sepal length）的箱线图，比较三种花卉的花萼长度分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "dcb34cc2-52b1-4677-a716-a9f0feffbcb0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\asus\\AppData\\Local\\Temp\\ipykernel_11156\\301434932.py:1: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.catplot(data=iris,x=\"鸢尾花种类\", y=\"花萼长度 (cm)\",width=0.3, kind=\"box\",palette = ['#aecde1','#ed9f9b','#c6b3d3'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data=iris,x=\"鸢尾花种类\", y=\"花萼长度 (cm)\",width=0.3, kind=\"box\",palette = ['#aecde1','#ed9f9b','#c6b3d3'])\n",
    "plt.savefig('./第二题.png',transparent=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2b7b16d-17aa-42df-91df-2fd286831546",
   "metadata": {},
   "source": [
    "# 第三题\n",
    "绘制特征之间的相关性矩阵，并使用热力图对其进行可视化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "16b63549-d203-4962-9b75-8a57f9bb874f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(\n",
    "    data = iris.iloc[:,:4].corr(),\n",
    "    annot = True,\n",
    "    cmap='RdYlBu_r',\n",
    "    vmin=-0.5,vmax=1,\n",
    ")\n",
    "plt.savefig('./第三题.png',transparent=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ecfa988-3a5c-46a3-91a7-2293fa9db3ff",
   "metadata": {},
   "source": [
    "实验4: 利用成对关系图（Pair Plot）可视化 Iris 数据集的特征间关系，并用不同颜色和形状区分不同的花卉种类（species）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "e73659d4-35b8-47f8-ae05-ee76605d9810",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>花萼长度 (cm)</th>\n",
       "      <th>花萼宽度 (cm)</th>\n",
       "      <th>花瓣长度 (cm)</th>\n",
       "      <th>花瓣宽度 (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>花萼长度 (cm)</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.117570</td>\n",
       "      <td>0.871754</td>\n",
       "      <td>0.817941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>花萼宽度 (cm)</th>\n",
       "      <td>-0.117570</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.428440</td>\n",
       "      <td>-0.366126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>花瓣长度 (cm)</th>\n",
       "      <td>0.871754</td>\n",
       "      <td>-0.428440</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>花瓣宽度 (cm)</th>\n",
       "      <td>0.817941</td>\n",
       "      <td>-0.366126</td>\n",
       "      <td>0.962865</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           花萼长度 (cm)  花萼宽度 (cm)  花瓣长度 (cm)  花瓣宽度 (cm)\n",
       "花萼长度 (cm)   1.000000  -0.117570   0.871754   0.817941\n",
       "花萼宽度 (cm)  -0.117570   1.000000  -0.428440  -0.366126\n",
       "花瓣长度 (cm)   0.871754  -0.428440   1.000000   0.962865\n",
       "花瓣宽度 (cm)   0.817941  -0.366126   0.962865   1.000000"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "c2a98fb0-ac8e-4935-b3da-556e15171ae9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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q6OrKrY9DIqJIEYQDh+d4FOZN4unosn1Tw3NEYjrDVyaxLZeLj57AiMr0LwjC3sWxXabvzDec08yihet4zM8UGLk2ScehFrREZBdGKQh7D9tyuHNjikQ6SjTeimt7OLbXMJZmxrL0n+xEW+NirCAIi8iT9AGguNCxR1HWlkiJ6hpz4psgCAcKVVO58Njxpvtd22N+urKyWypYtEoiRRCEPYyqqvSf6aL/TFfD/b7nM3ZzBt8PmBqe4/DZbjRNhNbC3Y3nVuKCAAZfnSDVlkA3NC4+dqL5SRI2grAh5En6AFCyXaLG2mfBqK5iuz6eH6CtUcUiCMLexog0n85d22Xo1Ynq94OXx0WVIgjCnkbTVTS98bNNEARMDs9hLSwKjd+eoedYu6hShLse23SYujNX+brsUJgv0XmodZdHJQgHE8lBHgBKtktUX7skL7JwrCkGU4JwV2CZTlWNAlDKmZRqvFKWmtKtxnqPXytBEOBu07UFQdjbeO5ynxPP9fD9oPp1iG06jFxdNKENVSnilSIcRBrFRrPjxm5V1ChHzvWgaiqDr05gl/dPy/C1/qyCsBeQRMo+JwgCSpa3ZqNZoKpeEZ8UQTj4uLbL8JKuF1BRpYQdfKyyU+2CsRq26WCVtuehzDbdffXAJwjC1uA6HmbJJgiCuu225eIszE1WycGxXIIgYG6qsKxbz/jtGelKJhw4PM/HLFlrShKGapRka4y27hR9Jzqwyw75+dKq5+4FgiDALNnSiUvYN0giZZ9juz5eEKyrtCeyIJUty0QlCAeepWqUkFCV4lgON753h1LeXNP1SnmTG9+/s+UvLEEQkMsUGXp1AleSvIJwV2GVHV79xkBdQjf0epgZy2KbDte+M0y5YC1To4SIKkU4iDimw+WvDax6z61Vo/Sf6uLaS8OkOxL7SpVim5V5wNoHYxUEEI+UfU9p4YUjto7SHl1V0VRFEimCcMAJggBN13jgLWca7td0lXLBppQzGXhlnHsfjxGJGU2vZ5sOA6+MYxZtygVrSz1WbNNl6MoEjuVimQ76Cp4vgiAcHFzHY+TaZMUQe6ZAz5F2FEWprq6rqkp7TxqzaDNweZzzrzvGxcdPNryWolRMaMV0VjgIeJ7PxNAsnuszOTTLkXM9Tf+2fd+n72Qnh051Upgr4Vguk0Oz3P/m0wR+gLrHYyIIAuZnCrh2ZT4489ARdOkkJOxx9nZUCatSsivJkOg6J5uotEAWhAOPoijEEhGSLbGG/zRNYeDyOABm0V5VlVLKm5jFirnjQE1p0GYJ1Sjh9YavTIoqRRDuEqyyw9xkHqjEvm06davrvuczPTZPa1eKUs7EKjlN57REOrai8bYg7Ccc02FicBaA8YHMivdcI6JX7uu6yvC1KQDmpwoEfkCyJYYe2dtJCdt0qmXIc5N5UaUI+wJJpOxzSraLpiro6+y+E9FVMZsVhLucUI0SMvDKeFOvlFCNElLKmZRrDGs3Q6hGCZmfLmCt0bNFEIT9S6hGqX6/oEpxrMXOIwATA7P0newAtjaJKwh7lVCNEiyYLQd+wOTQ7Iqla0EQkK1ZlAAYvjqJ6+zteKlVo4SMXJsUrxRhzyOJlH1OpWOPiqKsN5GiUbZlghKEuxXHcqpqlJCVVCm1apSQrXihWapGCRFViiAcfGrVKCHDVyYrq9E1vrO+55OfLVVVKVuVxBWEvUqtGiVkNVVKraojZH4qj1Xe3L3U9/xtTWo0GreoUoT9gCRS9jlFy12XP0pIVFfFI0UQ7mKWqlFCGqlSlqpRQrbihWapGiVEVCmCcLBZqkapbrc9CtkyqbZ43faJQVGlCHcHS9UoISupUhqpUUI2q0qxLZdb37+Dsw2LG43UKCGiShH2OlJIus8p2R6pDRg+RjQN0/EIgmDdahZBEPY3ju1ilmwOneoCAnwvQFFAUSu59SUdSAkCaO9taXgts2QTT0c37Evgez5dh9saX7tgE41HxHBOEA4gQRAQT0aJnYou3UHgB5y47xAzo9m6CUk3NE7cdwir5CxrlSwIBwXf9VFVdeEeXY+iKPjuckNlx3ZxLLfxOSy/r695LJ7P9J15ZifzHC47W+5B5NguruWtMG6Jc2HvIomUfUwQBJRtl85UZN3nRhdaIJuOR1yM2QThrsKI6PQcbcfzfCaHMsxNVtojn3noMNH48vkkGjc4cbFvW8YST0W37dqCIOxdjIjO8SWxbxYtxgdncWwPz/E4fr53WbeRlo7kTg5TEHYcI6pz7Hzvus6JRA0On+7e8rHYlsvYrWkAhq9McPbho1uaTIlEDQ6f2fpxC8JOIKU9+xjHC3D9gOgGSnsiC4kUKe8RhLuXsC45lymSyxQZvjqJJ3OCIAi7gGO73H55nImBDBMDGa59exhbyncEYdcI1Si+V1GFZGeK2OJbIghVJJGyjykt1CrGNiB7jywkX6RzjyDcnXiuz/jtTJ3cd2Y0i22u/OLil0q4c7O4c7P4pdI2j1IQhJ1it2PbLjtkZwqL4/EDpkfm8FfoUiII+4ndjrH1UqtGCRm6MrktXimCsB/Zd4mUb37zm7zmNa/h0Ucfrf577Wtfy8c+9rHdHtqOEyZSNqJIMTQFBaRzjyDcpdiWw9Tw7LLtd25OrahK8S2T3LOfIvfsp/Ctxh1+BEHYf+xmbDu2y9CV5cazY7dmRJUiHBj20/1zqRolJDtTEFWKICyw78wxWlpaeO655zh8+HB12//z//w//ORP/uQujmp3KNkuqlJJiqwXRVGIGqooUgThLsRzfSaH5lAUhaVe07MTOY6c7SEuBq+CIOwQtumSny2iqsufZ2ZG5+k/1bXMK0UQhO3DtlwmBjINY3Lk+hSnHzy85cazgrDf2HcRcOHChbrvXdelWCzS2tq6SyPaPUq2R9TQNtx1J6JplDfRDk0QhP1JEAQcOtnBoYVWoktZOqf4pVJ19axWjuyXSriAGo2hJhLbNl5BELaPML4bxTbsTHwbhsZDP3q2+RiDYP9JqAWB1e+fsDfvoZqm8sBbTu/2MARhT7PvEilL+eIXv8gTTzzRdP9TTz214vm//Mu/vNVD2jFKlktsA2U9IRFdldIeYdc4yLG519ENbV0thUM58lIKf/5nALRces+eewgUNofE591Do/gOYxt2Jr4jcWNbr3+QkNjcX6x2/4S9eQ81ovv+FVEQtp0diRLTNPnSl77E97//fSYnJzFNk97eXk6cOMHTTz/N0aNHN3ztH/7wh7z97W/fwtHuH0q2uyn5fURXyUqdoyAITfA8D02rn2OUaBStrx93aGCXRiUIwl7A83y0VcptVjvG931UVbQmgrDX2UisNnqGEISDxLYmUgqFAr//+79PJpPh8ccf573vfS+dnZ2k02lmZ2cZHh7mj//4jxkfH+enfuqnePjhh9d1/cnJSbq7V+49/sUvfnHF/S+88MK6PnMvUbJd2hKRDZ8f1TVMxyQIgg2XBwnCRjnIsXkQ8MomLhqeW0YzDFouvQcAF40gUPDGR0k+8SRqIoEaje3yaIWtRuLz7kGNxmi59B78Uqm6Sp56+h3VFXLFMHDnZqvHhtsdy8VVFKJN1CSO7eK5PtoKzymO7WEYiP/JOpDY3F+E8QU0jTE1GquWAO3FMh/P8XBdn2h87XHqeT6u7aNEFIlv4cCybYmU7373u/zBH/wBf//v/33uu+++Zft7e3vp7e3lda97HY7j8MlPfpIXX3yRD3/4w2v+jBdeeIG/9tf+2lYOe9/geD6OF2yo9XFIRFfx/ADXDzZkWCsIwsHF9uDVb9zmwuuOoPo2envFT6WUKTBybZJjFx9ATSSq2wVB2J+oiQRqIoG7ZFsY2+7cbLU0ISxB8FyfsVvTtHaliMYbe9RZRZuhqxOce+2xhqaUVtnm8tcGuPjYCWLJ6Jb/XIKwFwjjC2gaY7AYZ3uxzMeyXK6/NMzFx04Qia2tDM8uO7z6jUEuPnaCeEriWziYbEuK8MaNGzz33HP8/u//fsMkylIMw+D9738/zzzzzLraGGcyGXp7ezcz1H3LZlofh0T1yq9ffFIEQajF93wy4zls02F2soivV1aUHavSojQ3WyboPsyylj+CINwV2JbD5PAcg69OYDUoEXZsl8FXJ8hlSlilxiXE+bkyVtlhfGAW3/O3e8iCIGwAz/EYvTFFuWBRyq2tZbPn+cyMzi88Q+QkvoUDy7YoUk6ePMmv/dqvrenYz33uc/zoj/4osViMs2fPcvZsc9f2Wubn5+np6dnMMPc1JWshkWJsPBcWWUjClB2XFjF6E4S7nlBa7BgJxm7NADB2e4bOQ6dw5+cwPYPCfBmAOyMFzjxwaDeHKwjCFlJbglBbzrO004itGYwP5SCorDoX5kvLVClW0SY/Vzlv6Mr4MlWKVXYYenUcgMmhWQ6d7BBVinDgqY2x2nIeWIyzvdbNx7JcZkazAAxcHufeltiqqhS77DB2OwPA6I1pOnpbRJUiHEi2JZGi68sv+9WvfpV/+S//JSMjI/h+JTMZenNcuXJl3Z/R1tbG+973vk2Pdb9Ssj1UBSKbqDuMLChSTEcUKYIgVLoLmNevM99+Cs+tzNOeW1GndKZcBm9VHoz0iEZ2pojtBGzcpUkQhL1EXQlCTTlPLYUvvED0bT/O5PBcddvgqxOk2hJVr5RQjRISqlJqEyn5uRK2WXldDIKA8YFZjl/oFS8F4UBTG2PQOM72UjefUI0SYhZtSjlzxURKqEbxPR89ouHaHrOTOQ4lOsVYWjhw7Fhvq1//9V/nl3/5l3niiSeIRhezkn/wB38gru0boGi7RHVtUyaxqqJgaNICWRAOGrWrXGtZ0XJsF01TUaMxtHsfYuwrt+v2j92eofNNpylkZ+k81EL/6S5e/spthq9McPbhow39DwRB2L8ohkH6mUuVrzWt+rKXeuYnuDNqQrB47FJVilmjRgkZujLOmYeOEI1H6tQoIbWqFM/18DyfSFSUssLBYtm9uYER7VIT2t3EMhfVKCGrqVJCNUokZvDAW07zgxdviipFOLDsWPaivb2dt73tbXVJFIC/9bf+liRRNkDJcoluwmg2JKqrlEWRIggHCt8yyT37KXLPfqr60Nb0WM9ncmi2sjocjZEZz1XVKCGe65MZy9J3soPuo+1kxnO096TJzhQb+iMIgrC/CRyH/HPPkn/uWQJv4RlBUfCMBJMjc8uOD71SHNtlqEaNEpLLlKpzRa0apfp5C6oU3/OxTZfZ8RxBECy7jiDsZ5bem0PDWb29YzF50mDbbuA5HqM3p5ZtD1UpDc+pUaMcPtPF4OUJ+k914bl+xSvFF68U4WCxY8uIjz32GHNzc7S3t9dtv3HjBhcvXiQSEYH4eijaLomtSqTY7uoHCoJwILEtl9Eb07i2x6FTnZRyJq3dqWXHFfMmxy/0MXZrmumRec4/ehw/CJifyhONG6JKEYQDjn7qLPn5Mq1dy+cHqCjbjIiGqqsN55DsTJFIzCA7XWi43yzZuLbLnRvTzE/lae9NE43Ls6Eg7Aau6+PaXsNYnZvKk2igSnFtl1LBovNwK3pEZ2Z0no6+o3T0t1KcL+OYLtEV2qELwn5jx558/+7f/bv8s3/2z3jggQfqtn/lK1/hE5/4xE4N48BQslzat2AyiugaRUsSKYKw32lkWhd+7dK4xMf3fKZH5vD9gInBWfpPdXLy/v5w58JKtAKaCoqK5/hMDc8TBAG5mSLnHj6KoigoqnTvEYT9TrM5JDDNSpmPphGPxujsb2t6DUWBe157rG6bWbKZGMhglx081+PEvc1Nqq2yzczoPABzk3l6j3dsqoRZEHab1e7NUF/ms9vlPCFGROPca4/hui5jN2fwvYBka4zOQ62omtqwaZ9uaJy6vx/P87n6rSEA7tyY5vzrjqFqKqo8KwgHjB1LpHz4wx9mdnaWc+fOEYstThKFQkFukuvEdn1cPyC2BYqUiK4yU5BEiiDsd0LJ8FJC47pGpnW25Va78wRBwNjtDMfOh4aP9bcH3/MZuzVTlduP3Zqh+2g7MVldEoQDQdM55AsvVL9uufQetHWUG9iWy60f3KGYrbxI5udKXHzsREN/Bc/1GL05U/1+5NqUqFKEfc9q92aoxNVul/IsRdVUgiBgbrTAxGClgxcj0NKVIhFt/Pqo6RoaUJopUM5bAJRyJlbJoaUzuUMjF4SdY8cSKYODg3z+859f5pHywAMPYNt2XXJFWJnSQinOViRSorqG4wW4vo8uXjWCsOsEfoDneejG9k7PtWqUo/f0MDOaZWJwlr4TncSSEbxCHl/VoVRAjcVwlAgTA7OL5/sB0yNzHD7Tjaqp2KaDoikY2zxuQRA2xmom1IqmkXziyco3nkfxKy8uu4aiabhzs8vOdx0PvcEziVm0qkkUgHLBwrYcjKiOoigL5UCVOcMqO1U1SnhNUaUIdwthfK6n5fFK5zSLyfVgmw4jVyfRIxrH7unl9stjjN6Y4tR9/WhNrm2bDgOXx1EUhdMPHebm9+8wcHmci48ex1gwkPY8n8APGo5vK8YtCDvFjr05P/DAA8uSKACvf/3rG24XmhOW4sT0rVGkANK5RxD2CLblYJXWb+AayoJbLr2H1NPvqG5PPf2OhnLhUI0STRgkW+IcPtNFEARMDGbwPR/P8ynmLMxr1/Bcj4mh2WXmj2O3ZrAX5iPH9nAsmUcEYa+ymgl14LgUX/wSxRe/hNraWt0eziEtl95D4LjLzg+CgFLOxFlSJmxbLoOX67vzRGI6juVhlWw8x6OYNbFNB9t0uHNjetmYRq5NYZtiaC3sX+ruzU+9rbo99dTbqtvVaKwan6sZxNfS7JzADyhmyzib8EAMgoC5qQKu49F/uotITCfdnmBmNIu1giVAuWBRzlt0H21D11W6+tso5UzKBbt6jGO5DeN6K8YtCDvJjiVSPvShD/H8888v2/78889j23aDM4RmlGwXTVXQtc2v0EQlkSIIe4bAD8iM5xi4PL7uB4lmTv/h9tpttWqUw6e7GXx1HM/1iaeiTAxWOvh4isHV746inroHT61Xo1Svs6BKqbwETTE5mMGVLmCCsD+p9S+oUYDUzi008DiwTYdr3xmmXLDqti9VowD0n+5i+MoE2UwR23K59tIwtung2B6Zsfo2q7CoSpEOPsJ+pTZ+lHi8ul2Jx7etO49tOlx7aRiruPH3q1o1SjQe4eb3Rzl0qhOA0RtTeA3u9bVqlI6+Fq59Z4Tuw62gVNomO5aDt9ApcOTa1LLnBSsc9wYWkwRhN9gRDfY3v/lNfu3Xfo3p6Wn+7b/9t1WJZhAEZDIZ3vOe9+zEMA4MRcslpmtbInWNLqhayo5kfwVht7FNhzvXp/BcH6tkb7gTTrgCFn69FN/z6epvpetQC+WSg1m0Gb05w8VHjxP4Hgo+owOzBH7ATMamryXNA286AYCiqFBTBqgolW4ds+M5FFWh90SnyHIFYY+wFqNLxTAIHKexwSyg6Abu3GzdNarnqxrzWQ/X9hbk+ycwojqBHxCJGTz0I2cXB6OAVXIo5S2yMwVs08H3fIavTnLyvn7OPXwUI6Yvm/cUpdKCXeYVYT9SG4O15XOKpuHlsvi2jaKo+Ga5enydCe1Sk/gGMV0Xz7E4mYkinusz+OoE97zu2IaeJVRV5b43ngIFbn7vDq7j4Zgur3nyLEEAfhCwNCIVVeGe1x5DUSoms4EfMDuZ4zU/UjkHRcGxXMYHMgQLZcVhXAd+wOxErjLuK+Pc89qNjVsQdpId+Qt99NFH+YVf+AUGBgbqkiZBEPA//+f/xLIsKe9ZByXbJWpsjZhIVRUMTRVFiiDsMoEfkFl4iAAqD0CPbPABKJFYcYVLj+hQzGHOzDF0pxL7tulQzJbQX/oLjEffwtSdeQDGhubo6oxgff4zEASkn7mE0dVdvZZtOQxdnaz+DJODGY7e0ysvPYKwB1iL0WX6mUvkn3u2fn+NwWzD/QvnR3/0HQxfywMsyPetiv+JqiwzorYtl6FXhwHoPtzG9e+OAJW2yK7tcvuVcQLf54G3nBETa+HA0CwGAZJPPEnxxS/VbVtqQrsskdLgerXnJH7yfdy5PgVUzJ03uihjRHWMqE5+tkhhvpLkGbk+RXtfuml8GpFKIrRcsJheeIaYGp7j0Kku4qkoXmha71cUZiPXpjj94GF0Q6suJAHkMyWskiOJFGHPs2OlPc888wy/8Au/wOHDh+v+/czP/AyRiNww10PBcrfEaDYkqquUpR5REHaV2ocIgPxs5QFo21BVbCOFWSP9Hbo6TeSxNzMxXoJQSR/AxHgJ48w9DS/jWBU1Ssjk8FzVN0UQhIOL1tVN3tZwaxZiQvl+I8p5k1Leoq0nRS5TwvcWy3VGrk9x6v5DeK7P7ES2+qIlCMLa0foOMTtVqC7IQGVRZqOeI47lMvjqRPV71/GYmyqsWGrnuh6jtxb9joIAxm9n8Fy/qkYJmZ3IYZvOsoUkgMEr6y9xFoSdZsdSfR/5yEfo6uriAx/4QHXbJz/5Se69914eeuihnRrGvicIAsq2S2/L1nU5iuoaJVGkCMKu0eghAjanSmlErcO/p8cYGpiq22+bDiUvQj5f71UwNZ6n/80PE7vnHtSaDmu2tdwgUlQpgrB3qC3zA/Dm5wHQ2tqq2xTdIP3MJQLTrCpRUk+/o7oSrhhG9Rp+qUThz/+M1NPvwG/p4PrXh+o+LzSVDLtzhNQaz/Yd76iqUUKyM0WOnutBj+jcuT5NR1+rqFKEfcmy7lgrxKCiaaSfuVQt7QljK4y9RqW5tderjUc1kcDV41z76kDd8eGizEaeI8yiVVWjhIxcnaS9J9W0LbljukyPzNdtmxqe5dDJTqZG5pYlSUeuTXH8Ql/dQhKIKkXYH+yYIuWzn/0sjz/+eN22v/W3/ha///u/v1NDOBCUHQ8/2JrWxyERQ622VBYEYedZqkYJ2WpVStXh37EpFZ06NUrI0JVJ+k911W8MYGxwDrWtEy2Vrm5eqkYJEVWKIOwNao0uA8+rduUJPG9xu+uQf+5ZlJokae15Wiq9zBRTTaXJzpt1apSQRqqUldQoIaJKEQ4CS7tjrRSDWksrRlc3emfnYmw1MY4PabRfTSTQWtuZnS4uW5CBjalSlqpRQlZSpSxVo4QEAYwPzDR8LnAdj8xEtvG4RZUi7HF2LM339NNPc/HixbptqqoyPj7e5AyhEdXWx1ta2qMx5ZgEQbAlBraCIKyf4xf6Gm73vQDP9dC2oN159ZpaBPA4dX8/QeCDtdBtIxYj8ANau1Kceagfr7iwEhWNoqpa3YOT63j4XsCJexuPGz/A93xUbcfy9YIg7BC+HkHXbE7d399wv1JjSO06HkEAp+7vp6UrSW6myImLi/OGoinVpElrV4pT9/ej6Squ68lqtCCsEdf1iET15jG5zud7RVXoOdpOz9H2Zfs0Q8N1GsRnAC3tSdJtDTzaFGjrTtPSXr+vpTNBYd7csnELwk6yY3eoUqlEsVgkmUxWtz3//PPS0m6dVBMpW/hSFdNVPD/A8XwiW3hdQRDWRjQRofd4x7Zcu2HXjvw8Lek0vg6KpuPnKgkTtW1Bju+W6WiL4C8876jRCFoyVXdd3dBItydIt29t20ZBELaO2vgPzMVWxIFp4sxUVo4VTav+t9qpxzBoRFhWoCoBnf2taxqDbmi0dS/OH/Hkys0FtmsuFITtJIy1pd2xPE2rduZZGoNhN6zaEqBG5TzNqD1Hjeh0HW7bsp9HN7R1x6JuaPQcW554qaXRNeOprbMrEISdZMcSKW9729t45zvfyTve8Q5aWlq4cuUKX/7yl/k//o//Y6eGcCAoWi5RXUVVty5DG11Qt5RsTxIpgnDAaOjw/8Lz9d0CNA28eol+y6X3YHTIC40g7Geadu2p6coTtmOtPa7W06GW1TqCCcLdSrNuOo0680B9DLZcek/TUp6VkHgUhN1lxxIpTz31FK2trXz6059mYGCAo0eP8uyzz3Lq1KmdGsKBoLjFHXug0rUHKm2V28TcTRD2PbWr0M2MIrV0umowSVcvztAgRiqxoskdgO9XSo1Eci8Ie59GxpQAqbe+veqJEipSUm99O+qCangtq+K25aJqCrpekfmvZC7t2C4ElZaqzdjqEkZB2EnCWKuLs5p7ba2hbLiv9n5bawa/FcmRjcSTbTlouoqmrf08x3JRVQVNzOWFu5BteRK+evUqmUyGN77xjXXbH3nkER555JGm5/m+z2c+8xl+4id+YjuGdSAoWA7xLZ6sDE1FVaAsnXsE4UBQuzIWrnQBhJZtaiKB1tKKBrilIpmpAi2Hj6E6peqxzXBMh2ymSPeRNqldFoQ9Tu2Kda1lo5pMVmO9WuITi60a/7UUs2ViiQhKXGFqZI7OQ61E441Lguyyg+8HTRMptukwfWeevhOdaLr4Kgn7jzDW3CXbwnstUC3lCffVxps7N0vu2U9VSnU2mUjxXJ+JoVm6+tuaxuRSfN9nbjJPS0eSeGrt7xmlvIkR00lIIkW4C9mWu9X58+f55je/ySc+8Yk1nzM9Pc1v/MZvrJhoudsJgqCiSIls7WSlKMpCC2RxxhaEuw3H1xm+MsnMaBY/El/xWN8PmBnLMvTqBLbprHisIAgHF9t0GLw8ztitaWzTYfjqJLnZYsNjHdtl+Ookg5fHcZp08yrMlxm+NinziiBsAbZViclitrz6wQtYZWfhWWAez1vbwqptOgy8Ms7ojWk8RxZjhbuPbdNm/9Iv/RLPPvssH/zgB/kbf+Nv8OY3v5l4fPlD+sDAAJ/5zGcolUp8+MMfpr19ZZOiuxnL9XH9YMtLewCim2yBHPg+1s3ruJMTqLE40bPn0NrkdykIO0VDU9mFr10am9l5nsfcVB7X8Ri7nVnVqM4xHe7cmMb3KitXvcc7RJUiCPuE2jIfxTCqq+OKppF84kkUTas3v1xhVbyYMzGLNomWGFNDcwR+wNCrE7R0JJetgNtlh/npAgBmyV6mSrFNp9JmNYCx2zOcuHhIVCnCvqU2zpaWyC3d1+i+Hd6zw2PWq07xXJ/x2zMQwOCr4yRb46uqUkI1Su2zwFpUKaW8RblQ+Xf4bLeoUoS7jm0tcr906RJPPfUUn/vc5/jwhz+MZVnEYjFSqRT5fB5FUbjnnnt417vexenTp7dzKAeCglVZqYkbW/9ri+patSPQegkch/yf/xnu1CRqaxuBWcZ89RXiDz9C7L4H5EVLEHaApqaSC/XYjczs7LLL6I2KrN/3fGZG5zl0ugu9QV11qEbxPR+AkWtTtPemicbFV0kQ9gN1ZT4LZQTNWKm8IFSjAPQcbefaS8NAxSshN1ukuyYh6y6oUUIGL49z/nXH65IphfkyVskGYGpkjv5TXcRTK3f2EYS9ykoGsEv3NYrD8J4NK8dhM2zLYXJ4DgCr5FDMlldNpFhlZ9mzQP+ZrhW9UmrnAYDRG9Ocuq9fvFKEu4ptdwtMpVK8973v5b3vfS9QaYNsmiYd0g1i3VRbH2/DJBUzNGaL9rrPC4KAwl9+GXc2Q/z1j6G3dxD4PvbNG5S/820CxyHxsJRrCcJ20chQTk0miT76JspfeqHJWfVqlJBwJUpfWInyPB9Nq6wMh2qUSEynvSfN5PCcqFIE4S4kVKN0HGphbjJP4AfVfUOvTpBuTxBbMK63zIoaJd2RQNVUstMFHMetJlKqapQQUaUIwoapVaMcPtPN+MAMg6+Ok2qLE4ktJlNc16sumNSqUUIaqVKWPmuEapSOvjRW2WFmNMvhsz11qpTaZwhBOIjseNuFRCJBQlp1bYiCWWl9rG1h6+OQqK7heD6O52OsY9KzB2/jjAwRe+jhqmmWoqpEz90Dho75w++jtbQQPXNuy8csCHc7QRBglR2i8XrJsKvH8AMV/VA/sfseqKyCLekKYPtadQUqpFaVoigKVskmmoigKEpVjXL4Qi+JlhiZiZyoUgRhj1NbOlBbJqAYBulnLgEQmCaFL7ywrItII5qpUUIcyyU/W8SI6gSez/CVihrl8OkuUBTKBZPAh3LRIp6M1qlRQkSVIuxnmsVcI+q6ahWLlThcZ/esWkI1SqIlRkdfGt/3Gb+doTBfpqOvkkixTQfP9aoLJrVqlOrPUFWldKNpKq7jYlsuiYVzwnlAURR6j3fiuR7XvzPC6I2pqirF83yskk0sEUGVZIpwQJG/7H1EwXK2RY0CiyqX0jrKewLfp/ydb6P39GL09i3bHzlxCuPIUYpf/yru3NyWjVUQhAq26XD56wPYplvtAKC3d+A4AVdfGkZ/5I3V7WoiUS3/8QmWqVFCxm5ncEwXx3J55Wu3cSy3Ro1ioOkag5cnOHy6C9fxKivSQdBgdIIg7DZhzOee/VT15Q4WSnKfe5b8c89W2yDXziHNXv5WUqOEDF2ZxC47VTVKW0+KXKbE3ESOcw8fY/CVMUpZE9taokapDq6iSvFcf2v+JwjCDtIs5hpRG3PVduQL3bNWisNG1KlRTndx7aVhWjtTqJrC4KvjVSPnYs7k1g/GcGy3oRolZOx2BrtcOccqO1z5xhDWwjVCNUr30TamRuYoFyzS7QlmRrNYC+8R4TOEvUHbAEHYD+y4IkXYOHnTJdmkdeBmiRmVnFrRdmlNrG112R64jV8oEHvgoYb7FUUhev4i3vwcxb/6Mi3PXEJRJXcnCFtBEATMTRVwbY87N6c5dd8hNF3DMh2Gr01hlWzKVkC0NVI1kAzN7Dx0WjuT3PfGUw2vrRkqM3eyeI7P1PAch052cO9jx1F1jevfHaGctzh+vocH3nACRVNxTRsjLqvHgrAXaGo8XSziLHTjUGq9D8JEaIOkSC2e6xFLRHjgzafRDA3Xduk+0lbdryjg2h6e66PpKoqv8MCbT6OoCi9/5RZBAH0nOsnNlrBNl/OPHuee1x5t/GFKpeRAk/U+YZ8Qxl0js3dorE6pjdVqHAbBmk2f667l+/Qe7+DQiU4K2TK26TI5PMsDbzqN7weomlpVkphFG6toE4kbqz4LuE7F58g2HQqzJfTeNNGEwQNvPg2Kwg//8iZZQ+PeN54k8AI0TcXzPCaHZvEcn+mROQ6f6RZVinAgkUTKPqHS+tiha5ukroamoiqsq3OP+eoraJ1daOmWpscomkbsvgcofeNrmK/8kHiTpIsgCOvDNh1GFkwcZ+7Mc+RMN/GUhl1yyGUqbUiHrk6RfP0xSs/+/+rOLf73P6p+HZrQ1mKWbEauVa49fnuG7sMtuH/+GYLHnqSctyrXvjLJqU4b69tfI3LpPSCJFEHYEzQ1nv7ComdS8oknF4/PZitde1Yxstd0rb6Tx5JFl3Le5JVvDxAElZe2B958mng6ytitGXyv8pI4MZSh81ALmfEcpZxJ56HWjfyIgrDnaBR3qxnH1p6TfNMTJJ94Ej+bpfiVF5ue0wwjomNEdKyyw9BCSd3cZJ5j53tJtla6ps7NlTAX/BAHX53gntcdq+5rRjFXZn6qUD3nvo4E8WQU1/WqZX6u45GbKVY908ySzfhABoCxWzN0H22v+iYJwkFiz6QH5+fnd3sIe5qy7eEHEI9sT2mPoijEjLV37nHnZvEyMxhHj616rNbahnHiJOUffA8vn9/sUAXhrqeqRnG8qo/AnZvTWGWb4YUESCwZwSrZFHMW+qF+AJRIBKVBG/paPK+iQvEXVqd9P2D6TpbIG97C0ECuelwxZ+K2dlXlyIIg7E+KX3mR4otfIvCWy/vXiuu4jA1kqmV+vuczMzZf6Qx2c9F/YWpknp5jHSiqwvCVyepLnSDc7ZS++21KX/urahJlo+Rmizg1z/LD1yZxHa/O1ySaiJCfK2GtEn+hGiUkVKUAOKbL9Mh8dd/ItSnssoPn+UwOzVbL/nw/YHpkrtrxTxAOEtumSHn22We5dKliZPZnf/ZnvOMd71jx+J/92Z/lP/7H/0hvb+92DWlfk19ofZyIbJ+IaD2JFPvWTZRIBL27Z03HR0+fxZ0Yp/Stb5B+6unNDFMQ9hXrMZ4DsIsmAaDZpabHh2oUPaJx7xtOcvVbQ+RmCtjH2sllirT3pjlx7yF+8OUbDF2d5OIbnyThlHAVHW9uHiOiNjWVdCy3Umddw/hAhs43naKcr/c6Gh7Ic887342qKVhFE3wPQ1Pq2zs6HoqqiHO/IOwQdQaWpVJdC/QwWaJGFleHQ5NZxTAalhR4ZZNA06GYw48kQNOIxAzssoOiKRgRfdlLFUAxawLzVTUKQOBX/JlO3HeIgR+OUcyViSWbr1RbZQdFVYhsU1mzIGwVtXHnLSwOa21tdftXOsc14mCZ6GpQt389zxBW2WFoie/Q3EQe+x4Hq+xgFm36TnTQfaSNl79yu6pKMZq8W1hlp6pGCRl8dYJUe4LRW/UGta5T6QTY3puuqlFClqpSbMslCAKiseVtmT3XQ1VVlG1orCEIW822PNn+v//v/8tv/uZvAvDJT36SP/qjP1rlDCgUCvz8z//8dgznQFAwXVQFotvYDnCtiZQgCLAHbqP39K7Z80TRdaLnzuOMDOGMj212qIKwb1iP8RyAbXvMDGcofvPrDY+vVaP0n+7i5vfv0H+qi1MPHGb42hQAvcc7GL4yQe/xjooqJW+ht3dg2lDyI6ipdEMzu6VqlOrP4AdMjczR0Zeu217MlrGcimFefq5Maa6Aby+ucLmOx8ArY3WrY4IgbC/NTGMDz6sazNbGaXh84DgN5yrHDbj9w1HKg4NYpsvsRA7f95mdzGEV7WVqlJDeY+2MLXnZApgcmiXdlkBdgyollylSLlib+d8hCDtCNY48j+KLX6qqvFYyjg3P0drayWVKmCWHwPfrzlnPM8RSNUrI8LVJitkyiqrQ1pNm+s48HYdaVlSlLFWjhDhWxYx+aeIUKqoUq+wsM6Feqkop561qCXLdtW2XG9+/UzXGFYS9zrak+N///vfzp3/6pwC8973v5XOf+9yq50xPT/Oa17xmO4ZzIMiblY49irJ9GdqYoTGRLRMEwYqf481m8IsFohcuruv6et8h1OEhSt/6Bi0//u5t/VkEYT/i2C7DV6coZMvce9/DjY+xXOyyw6FTXSRSMYavTNLe20JHR4JYwqCjt5fcTIHMeI6Lj5/A93zKBRuzZDN4ZRLP8Uj3tDSc/H3Xx/cqhnX1BBDA0fO9GBGdwK88DCmqSilnEo0ZDF2dRDM0LjzcX722bTrMjGaJxiMcPtstqhRB2Gf4ns/0WJbMRJ4jbzrH7ctTlAsWrd0pRq5NEU9FOfvwERQFeo62Vc+Lp6KomkpXfyuKqlR8NBeeLfwgwC7bnHvdMWbHsgQ0NrmteD1MYER0Ljx2QlQpwoHFNh2Grk0RjRnc8+DyLphrvYZZtCv37yDADwIUFJSF227X4TaicYOpkTnmJvPc+9hJjIhOMWcSS0bQl6hSAh+i8ciy54FUWwyrbNN7vB1Y+hxfifGj53urHX9CPNfHdX1wfQYvj+PYLi0dSaLxRVWKVXKYm8jT0pHk0IlOUaUIe55tuSspikIsFsO2bSKRyLIX5j/90z/lwoULnDpVcYmenZ0ln8/z7ne/ezuGcyDImw7xbSzrgUoixQ+g7HgrlhA5I8Og62jtS1+2VkZRFGLnzlP61texb98kevrsZocsCHuW9Tj4+6USvm1hBRGyC6s083mf7qiLOzdbd2wkZnDsfC+O7XL1W0MAjN6YpPNQK6cfPIJZsvnBl28AMDEwy+kHD6MbGsVcuWoUW8jZxNLLV8eMqM6Jew+t+HOdONdJ4Cw8IOka+AG5XKVDAKZLueSiefP4ms7ItUqZwPjtGXqOtaOJ2Zwg7CiKYZB+plJmHZg17Y9Ns7pd0SslPbVzFYAzM40bTTJ2K4NuaFiWT36ucszcRJ54Okp+toRjupy6/3DDz2/tSlW/9lyPmbEss+M5JgZnOX6xj9MPHmk69lymWF39LhcsSaQIe5rwnr80zlbqwOOXSviOTXbew7Ur/yzbR5udJfA91EhkzV2AIjGDo+d6cCyHsdsZrJyJqqmcuPdQNVnh+z43vz8KwOxkjuMX+5oucBhRnVP39zf9eVcyik63Ny8/ys4UKeUr/49ys0W6D7cBlYWkoSuVsqQ716fo7GshKs8Mwh5nW+9K/+Jf/AtGR0e5ceMG73vf+/B9n/Pnz/ODH/wAy7L41V/9VR5//HG+973v0d/fz9vf/vbtHM6+Jm869LRsr6lj3KgY2RYtd8VEij0yjN7VvaFWxlp7O3pvL+XvvkTkxKn6FoyCcIBYj4O/b5mUh0YYLi2+dIwOZWlLt2P96WcaOvebBYvCfBkA2/SYncjSdbiVqZHF0pzZiRxH7+nB931ufO9O9dyhKxOkl6wErRU1FoMFg1l3bhZrPs/tW+Xq/sGrU5w5BKTbmZ2omNP6fsDU8JyoUgRhhwkch/xzzy7bXtvBJ/3MpWXHePPzWLduMt93Ed8POHy2k9Gbi95JozenOfVAP/nZ0qo+CyG26TL4ynh1flKuTnLqgX4i0eXzUKhGCRl8ZVxUKcKepuE9vybOmnXtsXIlhq4tNmIYvDLFqU4H+9tfJfnEkxRf/NLi9VbpAgRglhzGbi3GarI1Tv+pTgI/4M71qer28YEMvcc7dnSBw7bcaqcfgKFXJ6qqFKum46Dn+mQmcqJKEfY82/pE+y//5b/k4x//OOfPn+fjH/84mqbxq7/6qySTST7xiU/w3//7f+dP//RP+eIXv8jP//zPo27gxfxuwHZ9LNcnvkprws0SXUikFFaoTfRNEy8zg97VteHPiZy5B79YxLp+dcPXEIS9iF8qNVzZXRVFIejuJze7mJDwXJ/5vI/Wt1wh4tgug0sM5YavTmKXXcZv1RvFjlybwjbdqhoFKi804cryplA1Sn60okZZoJy3oKOH0ZGKQd251x4llogwfntGvFIEYYdRNI3kE09W/r3picbHNCmzjb3hLUyN5dENjXgqWjdnuI5HOW+R7kg09VkIggDHdqvHTy7xX5qbzOOYjeeEpV4PpbwpXinCviBsY7xSzFVRVfK2imsvdswq5kzclk6U2Mod9hphle2qr8n51x8nEtMZuzWNVXawLIfM2GLnvcAPmByaxdvGbjqeW98JrFywqmoUqJQq52aLOI5blziFiipFvFKEvc6WZy6uXr3Kf/gP/6Fa3hONRlEUhUgkgqqqaAsKhLa2Nv7dv/t3fPGLX2R8fJy/8Tf+xlYP5cCQX5hIEtHtVW+oCy2QCyu87IRGsVpn94Y/R0ul0PuPUP7B9wnctb9YBX7A+O0Zvv/lG3zz+ct8/8UbTAwuN7gThN0iXJHyLbPqxp96erFjWerpd9By6T2VlaQaB3/fiHNnuLDseqNDWaJvfHKZ23+tGiUk3Z6oU6OEzE7kcG0PdcmqztCr41jlzT2keHqU4YH5um2qquAGGrNTBVo6k/ieT/+ZrqoqZTsf2gRBqCdw3Krxpdq6KMVPPfW26sueohvL5iqlu5f5TJmeYx0cOtXJ+O3MsmuPD2Q4dLITqHTyCJMmIbbpVucpx3KZHFx+jZHrU9hW/TzUqPMIVFQptiRjhT1KeM9XW1vrYq7RPT/E1WOMDGSXbR8ezJH4a5fQOzvX9AwRYptupXNfTxrHcuk/3YXn+pQLVp0aJWR8ILNtCxyu4zE7kcdzKskU26oo0pYy9OoEzsK4awlVKUuNawVhL7HliZSPf/zjvPa1r13Tsa7rVhMrIyMjWz2UA0OYSNluRUrlMzQKVvOXK3d8DDWZqsj7N0H09BkCy8S8dmVNx3uux6vfHGTw1QkiMZ3uI20YEZ2BV8a58s3BZVlvQdhtQjf+Wults24athtUvVFq8Vyf2eli3cpUIzUKVDr1TAwsf1EBmBjMLDOM2wpVSj5r1alRAHqOdzA5VBnHoZOdDCw8OIkqRRB2gdoEao3yRInHFzuL+F79nKSquIHGrR+Mkm5PkEhHG84VruNRLtSoUkqLqpQgCMhlitz6wShmyW6Y5IXGqpR8k84jokoR9jLh/b02zlCUpl17giAgN1uuU6OEFLMmlqegtbSu6RkC6tUovcc7GHh5DD2iE00YqKpSp0apjmEbVSm26XDz+3ewFt5hlqpRQhyrkkRJNLAvuHNDVCnC3mbL38w/8IEPcO7cOT72sY/xJ3/yJwRBwNTUFH/yJ3/C5OQkf/mXf4miKNy6dYvPfOYz/Mqv/Arlcpnf+Z3f4aMf/ehWD+dAkFvo2KPtQJ1gzNCqiZtGOONjaB3rM5lthJpIoPcfxnz5B8TuuYCiN/9TDPyAq98epjBf4viFXpKtiy+VxZ4UI9enufKtIS4+dkLKw4QdJzSYC78O/xu+BihGZbUXaLiCBGBEdB5+6hxApSPOQlccVBVFVfF8H11dVKSde+3R5RcJ4IEnzgCV8hrfD4jGDfSIVumWAfQdSePNz6O1tcFCrLilMnpi/RJiz/NJt8eXj1vVCIDjFw8xO5HDc33Gbs5w4dHjKKoi9c6CsM00mpOg3mBWjUTqjndZnKsCPcLQQong/HSOvpNdPPQjZxaOrn1JrPyn63Bb9d0x7PpnmxWpvmO55GeL9J7ooOdYe8Px1pYWeZ5PuiNRnVcasVpnQUHYDdZrNuv7Pi0dcV7zxKnF410PRV+813vlclXpEl6jOQqnHuhHUWB6ZB7fDxi7OcPFx05AAA/96NllytTq5/oBbKHo3XU8hq9Vkjp3bkxx6v7DxBJGw7gO/ErfrvbedMNryXO9sJfZ8kTKuXOLQdLX18f8/DyqqpJIJPjQhz5EPl8xVJqfn+fDH/5w9dgHH3yQb3/727zuda/b6iHte/Jlh2RkZ0xZ4xGNiVwZPwhQlzyo+KUSfj5H5NTpLfms6KnTFMdGsW5cI3bh3qbHjVyfIpcpLkuiQMVE69j5HoZenWDw8sSKDuOCsB2sxVRWX6XD1XpMX1czdJybzHPtpWEANF3lgTeepPQ/P9H0+JZL74ENJFI0TUWLNzeps0p2VUpslmzKBYv23pZ1f44gCOuj0ZwE9caXySeeXNy+MF+Fc1W5YDF9Zx6AicE5eo52LLv3rkSoRglVJUNXJrn/TaeJJVc3tVxtXhGEvcp6zWY1TSOwsw1jtfYcrYH6pBHhc4RZsqtms6W8iVV2ae1Mrutn2Sy2WWljDJAZy3HkbA+J9PY2zBCE3WBb03xPPPEEly5dorW1lXe96138+I//OO985zsJgoDTp+tfxt///vfzF3/xF9s5nH1Lrmxve+vjkLihEwRQspfLap3JSjnBetseN0NNJNEP9VN++QcEXuPSnGK2zOitabqPtDV9kEukY/Qe72ByaJb56XzDYwRhv+OvQXprm06dI77n+sxOFRoa1q732ush8AMyC2qUkMHLEyLRFYQ9jut6jN2arts2cm1qmf/JSoRqlJDQUDJkq+cbQdhP+P72/f37ns/0Qhld1+FWFGXnvYVq1Sghd25MVb1SBOEgsW1v56Hs0vM8+vvrVQK//uu/TltbW922WCxGYg0Z17sN2/UxXX/FdsRbSTwSdu5xSS1pSehOTaAkEqjR6JZ9XuTkaUpf/UusWzeInTtfty8IAm6/PEY0HqGrv3m/eqhIAvNzJW7/cIwHf+SstFgVdoxa2a1fKlH48z8j9fQ7qitIK0tx145tuaiqQiTWXL1SzJqYpfruGXduTPPAG59Ed8v4xSKFL7xA6q1vR01WVqgUw8A2HRTfxdCUNa18rTpW01lmbGeWbIrZ8orjFwRhfdSW8YSlA43mJIDUW9+OsuBvpmiLKteWS+8h8DwU3cAqWkyNzNd9RjRh4HtrM3xcqkYJqW1z6lguqqZiSCtjYR+zLPYW4i68zwJ191o1GsMplghUHaWcR41Etvz5wbZcxm7NEE0YHD3Xg6IoTN+Zp1ywdqx1eK0aJaSqSjF2Rl0vCDvFtrxtFgoF7ty5w6c//Wk++9nP8qY3vYlPf/rTPPfcc3z+858nk8lw69YtHKd+dfKhhx5iZmamyVXvTnJm5aUouUMTYFRXUZXGLZDdyQm0tsY1zhtFS6XQe3sxX/lhxWOhhtmJPIX5Mr3H21f1VVAUhb4Tndimw/ht+RsSdo5G5m8rGcJtBNf1GL0xTSm33KgtZKkaJSQ0rNVa2xdfomKx6vg8X+H2y6OY2RK+vXkjx0ZqlBBRpQjC1hKWE4TdwqD5/KMmkxhd3Rhd9V33As8j/9yzeH7A2M36BKiiKrT1pLn67SGs8vIWx0tZqkYJCVUpruMx+OqEmMYK+56lsRfGnVLTjKH2XqsmEjguvPrNIayZWXzT3NLnh1o1yuHT3Vz99jBd/TurSmmkRgkRVYpwENmWt/ORkRE++MEPLkuUmKaJ67rcvn2b+fl5xsfHURSFRx55hL/+1/86jzzyCDdu3KCrq2s7hrUvyZUdFBaVItuNoijEIzr5JRNu4Dh4c3NEL2y9B0nkxGlK3/wazsgQkeMnK58XBIxcnyTZGiO1xtrsaNygvbeF0Zsz9B7vWNVLQhD2C47pMnVnjtxskXtbYg1VHZqucnLBIyjwvarhnRKLoRs6bpPOVo6vkJ0p4bsBZx/s2/RNwXU90m1xLjx6ouF+TRe1mCDsRdRYjM7uOB1dcZRYDEXV0A2NsduVJK5ZtImu4l+i6SpnHjrScJ9uqHiOx+xEDqtkc+HRE6JKEe4aXNdjbGCWcsHCjnYT3WITVd/zae1K0dqVqnbUyoxnue+Np3Adf0eU2ooCfcc76Tve2XC/NDIWDhrbcge7cOECFy5cWPPxX//61/nIRz7CpUuXeOihh7ZjSPuWXNkhHtGWGb9uJ/EGnXvczAwEQaXbxxajtbWhtXdQfvmH1UTK3FSect7i+MW+dV2r63Ar89N5Rm/OcGKd5wrCZgllultVzgMVRcnYrRkIwCzalHJm4/IYs0RSqSRPAqdM4a++BFRMJRUtjmp5BJq28L2Gl8viBirD1yqtivPzZWzLR/PmIAiWdRhYK0ZEx+iQlyNB2C6adeUJu+/Uxm6zjh+KYVQ7+IRJV39ynMSCMlSLGASejaMkq21TBy9PcOGxEyuWCOiGRlt3quE+1/G49cNRAIq5SitjSaQI+4kVY88PUAwdZeE+C5USOi+bxXdsnEiyauI8dDvLhYf6YKbiR6TGYpt+ftAjOi2dOrbpcPnrAwBM3Zmn/0w3qbadsU7Q9ObxLwgHkT1xB3v88cd5/PHH+cpXvoLruugrtMK928iWbZI7rKxIRHQmcuW6be7UFGg6aqpxe7LNEjlxkvL3voMzNYnR08vYrRni6SiJ9Pr8WHRDo6OvhcmhDIfPdIkqRdhR1ERiS0p5arEth6k7c9XvBy6PN1Sl+KZJ/rlnl51f+OLnAUj/2LvIP//Z6vbkjzyFHUkxP11A01U812fo6hQnWkvY3/nmsg4DgiDsDZp25anpvlNbJtAojgPHWTZfFL7059Wvk088iZ3JMM5iGVApb27Ka8E2HWbHc9XvBy+PiypF2FesFnvJJ56k+OKX6vYln3gSe3yMyeiiUquyKFJG/dZf4BcLpJ+5hNHVvSX33OKCekwzVDynshBz4uIhUYMKwjawo3cv27aJRJbLQv+//+//473vfS9vetOb1n3Nv/zLvySTyfDud797K4a4pwiCgFzZ4XD7zr7MxCMatutjuR7RhX727swUWmtr1UR4q9G6e1CSSczLL2NHW8jPljh8tntDn9fR10JmPMf4QIZj9/Ruw2gFoTF20QTfQ98i01bP9Rm7OVOnh61VpSw1u6uuMJdLFL5YeSlKPfl01SS65dJ78Obn0dra8I0ody5XVsMuPHqCsdszzI7nCC6cpOXoEdTI5k2lGxlhCoKwOeoMKhsYW65lRVvR6xUphS+8QOrJp6sd9LT2dhJHT5B/8UbdeYOvjHP+dceIJiLV+F5LbLuOx8i1ev8VUaUIe4W1/i03NXJ++h2osTiKoZN6+h1127VUGq+jj+m/ul13raHbWS6+/RlUu4wai2GXTPBcdE2tG4NXyOMvqMbUWAxthQXN0CtNURUefMsZrn17mKmROfpPdxHXt65RhCAIFXYsPXnlyhXe//73N9z3X//rf2VwcHBd18vn8/zSL/0SruseyCQKQMn2cP1gx4xmQ8IOQbXlPe70NFrryp1zNoOiKESOncAZHmLq+h30iEbLBhNIuqHR3pNicnAWT9osCjtIMW9h5rbGtBWWq1FCBi6PY5tOndld4DpVI0klvhg7SiKB0dWNlm4h8DyKL36JwPdxfJX56QJt3Snmp/L0HK0YSQ9dnSJIpLck6dHICFMQhM1Ra0bZyNhyLbHrWxUFW/65ZxdNqBMJii9+ieKLX8LTogxeHufw6XrPulLepLRgFBvG91pi2zYdZidyy7YPXh5f1uFHEHaatf4tNzVyTiTQOzvRWlqXbQ+SKcYHZ5ddyyzalK2gcn9OpSlkTax8edkYQrVp/rlnqwmVZoRqlN5j7YzenKH/dBcEMHZrpqEBvCAIm2PHEilf+9rXmJqaWrbd8zxGRkb4yEc+suZr2bbNz/7sz3Lp0iWefPLJrRzmniJb3tmOPSFxQ0MB8mbl4cYvFQnKJdTWtm39XKP/MGg6/sB12rpTq3bqWYmOvhZcx6vWowrCdmObDoNXJhkZyuNrKxsyrgXP9clOF2hpT9DSUf8vEtVxbBc2aFbn61HmJvK0dCToP93F2O0M81N5Dp/pQlEQZ31BuItR4glsJ2BqZA7d0Og81FI3/8xP5Ze1WV8J1/GYm8ovm8daOhJouoor841wgPEcH7PkNPz7z4znsE23/vlB39jzQ5isbO1MLpS4z+LYLt1HWjGLNl4Tw3lBEDbOtryhf+973+Ohhx6qK8v4wAc+wJe//OVlx373u9/FNM11mcz+3//3/83x48d54oknVj32qaeeWnH/L//yL6/5c3eaXNlBVxUiO+C0XYuqKsQiGvlyRZHiLrSk1lq2T5ECoOg6fkcvLdPjKJ1r69TTjEjMIN2RYGIgQ++x9m0rSRI2zn6OzVr8UgnfsSmWFcyijVm0sWwfdX5zpq2KCl2H2+g63Fa3PXBsAtcFXPzyopdRaDQJ9WU+ajSGO1dZDat28jFL9PQl6OlPMTWWx/d8JofnePAtp+k/3c1moyWUSTcywgzHJGU+e5uDEp8HkdqSuaXGlu7cbNP4qi0RCMqLsaloGulnLlXnDd+IceNypYXpnRvTXHj9cTRDw7FdJgYq5tRm0STp29XxrBTbqqrQe6yD3mMdDX8euTuvD4nNraGRcex67lPNjJyXblcMlXseOQZAYFsETuUTFEOvtLlxyuQLHlbJwSo52A5o+Ry+VVF+1cZqUC7h1BjU1pb5aIbG8Qt9+L7P4OVxAEZvznDfG0+hG5o8BwvCNrDliRTLsvgH/+Af8Fu/9VvLJvtGQfzf/tt/4/jx4/z0T//0mq7veR5/9Ed/xMc//nFefvllnn/+edra2vi5n/u5rRj+nmK+ZJOK6rsy+SUMnZxZeUhyMzMokWidhHi7mFdaaQ/uoE7fgeNnNnWtjt40Q1cmyWWKtHaJi7iwPfiWiTkzx+CdxdWe4WvTHE/msb/37Q2btqqq2lBw4hbK5Fcwu4OK2aTRVTGJdOdml5njFT5XMZ2NPv0uRm9VXowCP2BqZJ4j53o23SaxkSHf0vFJIkUQNkYzw8uQZvHVzJA6vFZoeFmYL5Gfrby8lQsW5aJFqi3B0JUJ5ibyAMxO5Dl/uvJMsFpsq5qKqq3zhxSEbWaz96lmRs4rms4b9dvduVnM2SyDQ4sKr+FrU5y+0EWxoXn8oiF0+plL9YkUTQUNSgWn2mnLsVzysyW6Dm+fx6Eg3M1seSIlGo3ykY98hH/9r/81b3jDG4jHmysLvvKVr/AXf/EX/PEf/zHR6NpMkG7evInneVy4cAFFUbj//vt55zvfyeOPP84DDzyw7PgvfvGLK17vhRdeWNPn7gbZsk17YvMlAhshEdWYylUy9e7MNGpry7ZPwpbpUCj7tKTbUQauExw7vanPTLTEiMYNJgZnJZGyB9nPsVmHqmIbKczidHVTbraEf7wfpYG59l5BP3yU2XkH3/M5crabmbEs4wMZeo93oO3SvCPsHQ5MfArrwrFdBl+dqNs2eHmCex45Vk2iQKWMwI33Ypw6g3P75k4P865GYvMAoaqYahyrVKxuymZKOIEGhgGOs8LJy/EcjzvXKzYKJ+87xPC1SYauTNDSmSQaN1Y5WxCE9bItpT1vetOb+MVf/EV+7/d+j1/7tV9reMyrr77Kr/7qr/If/+N/5N57713ztU3TpK2tre4F+9577+W73/1uw0TKfsV2fUq2x5H23Zn4EhEdy/WxHBdvZgbj8JHVT9ok2ekCqqag9x6Dqz+AzBR0bbzrjqIotPemmRyaxTadZe1iBWEr8PQYQwPL/Z9GhgucfddPompbm4BcsWtA2PK0icw4PD719DvwWzoZ+8oAkbhBuj1BNBHh1g9GmRyaXVGVspZOPOFnrmV8giCsj9XmAMUwquV8tTGqxpp09nrqaZR4AjUWo1yyq2qUkHLBopgrE4kb2Aslv6qmEmga+gOPED19RmJb2Hc0uzfu5N+yp8cYHphctn342hSnn3kPqmM2jFWoxPNSLKuiRkl3JIgloxw62cWd61PkMkVRpQjCNrBtLqZvf/vbGR8f5+tf/zqPP/543b5nn32W//W//hcf/ehHuXjx4rque+TIETKZDL7voy7o3l3XXbOiZb8QGs2mdqktYNi5JzufR7fMbe3YA5XurtmZIol0DKW1hSCexB+8gbaJRApAa1eSyeE5pkbmOHK2Z2sGKwg1lIoOZnG58WIuU8T2VCLpzfn9LKVWNuwu2a63L/cgaHS8km5hZqKA7/kcPt3L4KsT9J3sJJaMrKpKqZVDN5M+h5+5lvEJgrA+VpsDasv5amNUS6WrpQChzwJUzGWNru6KGuWHww0/8871aQ6f7mLglYr3Qt+JDsZuzdDSmaTvUBt6SlSfwv6iURzt9H2qmLexSstVJ9mZIi59JLu6G8ZqI2rVKIdOdnLjuyOcfvAwmq6KKkUQtoltfUv/6Z/+af7Tf/pPPPzww0SjUcrlMn/4h3/I0aNH+fjHP46iKLz00kucOXOGtra2NV2zs7OTRx99lC9/+cvVjj23b9/mH//jf7yNP8nOky3ZqArEI7tTWByPVDr3ZGdzdAJqS8u2fp5ZsLBNh/aedCVj3ttPMHSToFyqa+W6XjRdo6UjwdTwHIfPdEs2XthSfM8nnozy0I+cBSDwfQh8UFQUVUVVFYIg2La/u2Zmd6sdH+gROvsidPYmMcsu5YLF2M2KqWTgeygE+OUy6kJpZiNTvvBrl9WVKWsdnyAI66M2xkIlylpMnmvVKdWVbc/n1L0Lixd+gFfIo+g6SqKSJNEjlfupoqp4rsfYrRkK82U6+09v78OkIGwzYRzt5H3Kc30SqQgPvvlkdVvg+SgLalBVU/DK5cax2vB6LkdOd3L0bBfzMyVcx2N8IMP9bzxJ4Pso+PilkviTCcIWsu33vg9+8IO88MIL/PiP/zixWIwPfOADdfsfeeQRPvrRj/L3//7fX/M1//W//tf8+3//78nn80xPT/NLv/RLHD58eKuHvqvMl22SUWPXXvxVRSEe0cgWC3RFIijbfHPJZopoukYstbAK3tUHw7cJhm+h3HP/pq7d3ptm8PIE2Zkibd2yaiZsHaqmEkvunp/IiqZ2qxyvzM1iTmUYqiwwY5UdijPz6N//K/xstvJQGSZSmphbhiUFqylTBEHYHupW1RsZSzcxz6xVp4QoZgFzBRNba+EaxFqqXUE812duMk/sRARFlYUKYX+yG/cqTVcJnNKqxtF6e8eyWG2EahYxn/0U0ad+jDvXs0BFGevkCngvfg7TtsXoXRC2mC3vqxsEQd33sViM17/+9UDjrj0Ar3/96/nEJz6x5s9ob2/nN37jN7h06RIf/OAHectb3rLxAe9R5ks2yV0q6wlJRHTyjo/asr11lQGQmymQaIlW2yAqug5dvQTDtyqr/JsgnooSjRtMjcxteqyCsNfwm8TH0rl4GaqKHWuhXLCqm4ZvZzEeeGQrh7dncD0fx9vcXCJsH75f+f2s+ncr7DqW6TA/Xah+f+f6FJa5PlNMYf/i+wGO5+P7Eqt7Da2nl1wJXGexi+DIUB7j3gfrjmv23LCTyFwvHAS2/E3993//9wmCgN7e5d4Wk5OTTRMm//W//lfOnTvH6173uq0e0r7D9Xzypktvy9Z6K6yXRFRnTI2gpre3rKdcsHBsj850vepF6T1MMDUGE6PQf3TD11cUhdbuFNN35nFsFyMiImRhf9HM4NUrFQmMGG4hh6Yq1VUrz/XxfX/Fv/WKyd103Tar7GDGe2l9919HNRaVNquZW+7lsh3TcZkr2gzMFPCDgOOdKbpSUeIyD+wJbNejaLncmspTcjx60jGOdiRIRHQpxWxC7XygGAbBQmcPRTdIP3MJRdOqq9zrMc9ci5F1EEkw/Ep9Vx/P9ZmdyHHoRKeoUg4wnl9pgjAwnWe+7NAaMzjZnSYZ0Zqak+8XwphqVqbaCK+QxzcX7sux2JpUI0vZSsNbNRoj+ua3cv1rg3Xbc7MlOH+aluPHUCNRbNMhCCAa373fWWUMAdG4dAgU9jdb/iR56tQpfN9vaP6q6zrt7e3LtgdBwBve8Ab+z//z/5RECpBdcMXfLaPZkITi42oGTrqN7XxNyi2U9USXlEgoyRRBuhV/8DraJhIpAG1dKaaG58iMZek70bmpawnCTtPM4NXxNW58c5DT9/ehmKVFI0nLYeCVcc685kjTZEq55NapUUKGrkxy7xtPodd0uVqvwe1ewXRcvjOYYSq/+HNO5y1a4gZvON0tyZRdxvV8RmZL/PDOolowU7C4MZnjLff00ioP2Q2pnQ/Sz1wi/9yzdV+HfgqwvhhdS5wXc+U6NUrInetTdPS1EJPW6QeSIAjIFCy+dnOaUEeQKVgMzBR47HQ3vS2xfZ34DGNqPaUvvmnWxd6GEilbaHirxOPMD83WqVFChq5Nc+61R1EjOvZ8mYnBDMcv9u3awmIxW8YqO/Qe79jXfzeCsOURdOnSpab7/viP/5gf+7Efa7jvne98J7a9vPPF3ch8yUZRKoqQ3SRmlQEoJdKs//awNgIqiZREerGspxal9zDBzVcJ8lmU9MY7B+kRjXR7gqmROUmkCAeGctGmMF8mM1mkt6+S7vRcn7GBDPPTBayy0/BBybVdfM/n+MU+CAICu5JoUCJRUBQOynPNXMmuS6KE5MoOo/MlTnen5SFuFzFdry6JEuL6Ad8bmuUNZ7qJ6LtjuC4sx3M9XNtbmDfAdT0UFDRdBaXysr2d5trC7lF2PF4azLC0GCMAvjOY4Ucv9FW7PQq7g2t7qJq6wn1dwTYdhq9Oks0U6D/dtSuJFNt0GLw8get4tPekiUryVdjH7KlZLxKRYIIFf5SIjrrLDyN6IYfqJ8lrUTbXhLg5ZtHGsVw6epuUD3V0gxEhGLyJcv9rN/VZrd1J7lyfppgzSbbs3VIEQQgJ5cZ1XTiKRRzPw4ulGboyCcD47Rm6+k/hzEzjRpJMDc0CMHxlgrMPH132sKRHdDr6KjHnl8v4TmXuVY1I1WC2GfulE4/r+Qw0WDkPGZwpcKQ9ScyQF/XdYq5B2/DqvpKN7fqSSFmgtpwHIPlEpWthUDM3BOUyySeeRNG0qipFMTbW7rRRnGu6RmtXimRbnOk788zdyQFw8r5+WjqTG/ocYX9gux6W29hXw/Z8LMfbd4mURt3omnW5Cqkt5wnKtbFXwpmZ3nCJT/h5m+kcZER1eo5WVP/N7uuFok12pnJfHLs1syuqlGK2jFmqzP1zU3lRpQj7mh2NnkwmI6sVa2CuZO96WQ+An88Rixrk3e0bSz5TRFuh84miqgQ9hwjuDBCcf2DDD4UA6bYEmq4yfWeO5MVDG76OIOwUjbrlFL7wAlpXN/4jP1otzfFcn5mxHF1agfFcmdDDLTtTbKpKCVHj8VWTJ3XH76NOPP4KZnbik7j7rGY2KL+iRWrnguQTT1J88UvLjil88fPL9ofJkPWyUpw7psvwlUn8BfPmgVfGueeRo8SSy0u6hYPBar6g+zFWG95fm3S5qp5TU85Td94X/xzYeIkPbO29tdF9PVSjhEyPzu+4KiVUo4SMXJsSVYqwr9nRt/X/8l/+iyRRVsH1ffKmQ+8eUEz4uSzx7jZyzvbdInOzJeKp6IqlBEpPP8HoMMHoIMqJsxv+LEVVaO2qmM4eO9+HKqZ4wh7Ec308zycS1asrVH6xSOELLwCQeuvb8du6ufrSSN1547dn6HrTaaau3qjbXqtKaWSo18zIdi9jux6W41N2XCK6RszQlilLdE3leGeK6QalPQBHO5JE9M2Z7Xmej+n6lO3KGmYiohM1VDR1fxsv7hTtK7x4t8QMIgsGluFqeNl2MTS1+vs2HQ/T8XA8f+H/vYaxT00vV4vDWoUILCpSFE2j8KXKS1zLpfcQOA5qPL6oSNEbLz5sNO4dx2V6dL6aRAEo5U3Moi2JlANMVNcwNAXHW/48qKsKMV2jZLmUHRc/WJwLdVWti9+IrhHV1T3hT7U0prz5ebS2trr9y86JxRZjS9Pw5ucB0NraCDwPNRbDy+frYktLb1dx/PqwTbeqRgEgWK5KcWwXTde27fm4Vo0Cle5CokoR9jPbNpO9/PLL3H///XXburu7Abh69Srnz5/fro/e12RLe8NoNnAcgnKJpKYw61ZWdre61MgqO1hlm5authWPU6Ixgo4ugoHrBMfPbGqybetOMTuRY34637ycSBB2EcdyMIs2kZ50dYXK8RbN45RUinLRWWYUW1GlZGnpTJKdKVa316pSGhnqNTOy3auUbZfvDmeYyi3+/KmozuOnu0nF6l8au1JRWuIGuXJ9a9a4oXG8I7mpOc3xfO7MFfnhyHxV+aKpCq851kFfa3zfvtDvJFFd5UxPmptT+brtigIPHesgamiYjsvLd+a5M7coo+9JR7nQ38Y3bk3XlRuc6Exyob9tX5ZrrRaHdaaUc7NVxUmtsWzgeeSf/+wyA9pGL3IbjXvX8hi/nVm2fejKJLFkRJIpB5RYROPBox28NLj8d//6k11kyzYvDWZwF6R+igL39rfR357g5ZE5xrPl6vGJiMbjp7tp2WUz6dqYcmamKb74JdLPXMLo6m56jpZKL5q6L5wD1J3nzEyvGn87zVI1SkitKiUIArLTBVLtiW0xjV6qRgkRVYqwn9mWJ71f//Vf5/d+7/ca7puZmeFv/+2/vR0feyCYL9moe8Bo1stXap8TMZ0AKLorH78R8nMlFFUhvoYHL6XvMBTzMLP8RrAeKg96EaZHlhscCsJu47k+4wMZBi6PY5tO42P0OOODGSIxfdm/zFiWw2e6l22fGJjBsbchiHcYx/N5ZXS+LokCULBcvnZrGnPJzxiP6LzhdDcPHGknHTNIRXXOH2rlLed6Nz3H5ssO3x+eqysf8vyAlwYzFK39//96J4joGud6W3j8dDcdyQiJiMbR9gRPnu+jLWHg+T43JvN1SRSAk91pvnpjaplnw2CmyHCmsGrJkLAxHMdlfrqAbqjL5hjXcXGs5d1ChIOBqij0tcR54p5eeltiJCIaPekYbznXSzyi8Y3bM9UkClRKgV4ZnWe+aDNXqvdCKtkeX705XVXyCduP63iUC9by54aozvToPI7tYpsuA5fHmZ3I4m9D7atZtPF9f9kYVE0hP1eSeVvYl2zL2/o/+Af/gH/8j/8xAJ/61Kd47LHHsG2bEydOYNs2Z89uvDzjoDO3R4xm/VwOVJVUPAo25NyAtLG1Y8rNFokno2uTEKbbIJHCH7iO1t23qc9t7UoxNTyLY7u71vpNEBrhWA6TQ7MEARRzJnrg4ptlFE2rSvkh4OTF0P5ZoVqdrigQVErY7n34EO5kZeVH7+0DTSOwrKoxpV8q4foBQeCjaIur96sZ7e02lusxuuSlOqRouZQcj9iSmI5HdE51pzjcXvlZIrq66fnV8XyuTWSb7r8xmePh4x1S4rMGooZGX2ucjmQE3w/QNRV9Qc1TslwGZuoNg5NRnZLt1b201XJjMs/RjuSeKB1YjUZml+HXK8VhbUmCohtVVUoQmmCWSnWlP87MdPW8wHWaft5qMe9aHol0lDMPHUGP6DT68/Y8D03bf4ogYXUMXaVDj/K6k114no+mqWiqwisNOm+F3JzKcawjyfXJXN120/EoWO6uxmlt/FVjxzRx5ypm7Y3iodE54ddeLodvW/UG0KVSXfztljpF1VTuffxE0/1BEDA/nce1Pe5cn6ajr3VLVSlBEBBLRrj/TaebHuP7AZom5T3C/mJbZrCwhGdwcJB/9+/+HW9961v5i7/4C/7zf/7PvPTSSxgLhqH/9t/+W37hF36BaFSkoCHzJYtkbOOGqluFl8uhxOPomkpE9ck5AYfX7ke5Ko7jUc5bdPWvraWxoijQd4Tg9lWCQh5lg2ZeAK1dSaaGZ5m5M8+hU10bvo4gbCWhGiVclBm8PM7FR45QXGKGV0vLpfegt3cA9XLiWsK1wFoDylpDvcUEzepGe7uN5wUrmhqaTuMVcUVRtrTcw/cDiiusphYtF88PkOqetdOoO48XBHhLEiYxXaO0wv972/P3jZFwI7NLWD0Ol5b5LI370DMF6uO+tuSn0eetFPOe6zN2e4ap4cpLczwV5eLjJ4hEd/95RdhZDE2tli66nk/ObB6PJdsj2mTuLVku7GLVSzMz95CGZrPNYvYLL5D+sXeRf/6z9dtrYnE3y3xWS4pY5cXSH8/1mZ3IcuhEF8oWeaUoikJkD7zbCMJWs62PeSdOnODUqVP85m/+JsePH+f+++/nda97HQBjY2P8yZ/8Cf/wH/5DPvShD/HJT34S1727ZX6u55M33V33R4GK0ayaqLQzTGgVRcpWUlhYVY6n15FE6+oBwyAYuLapz9YNjVR7gikp7xH2EKEaJcQs2pSKDupGHrwMA+PCfVs4ur2Brqms9Fy3U+03NU1Zsb6/PRkRNcoWoKnKMq+Zou2SXuEeGTe0Ff9GhI3hOm7dPbNcsCjlGhs5C3cPmqrQ0aTrIlRMo0tNSh3T8mK9J6hVo3QfacOI6ty5Po3VpLxYEIRFtvyp89Of/jT9/f3k83nu3LlTNQZdahDa39/P+fPn+djHPoZt2/zhH/4hv/Vbv8Vv/dZvbfWQ9g3z5cracSq2y0aznodfLGB0dQKVRMqsvcpJ6yQ3WySWiKCtY8lWUTXoPUwwMkBwz/0okY0rmdq6U4xcm6KYLZNs3UKpjSBsgKVqlJDBK5NcfNu7UHKz1VXj1NPvqK6SKYZRJ0MOJf6+ouOpBt7IEIlHH0eJx1GNCKm3vp3CF14g9da3o8YTy0p7Um99O2oyWb3eXiNmqJzsTnNriTkpQFsiQnyHTEZ1VeWe3paGZUaKAqe602jyNr9pYobGPX0tvDI6X91mOh6Grla79izlQn/rvijrgfoSHb9UWozxt74dJVaJP8VY/rJZW16gGMbiNRa6e6WefJpgwaBaa22rzguNupQA1U4lzWLetlxcxycWj9R13Bi8PC6qlLscRVE41pHkxmS+Ybv5s71pvj2w3KA2HdNJRHe3BKxR/NXeX9VobHl3q2Yx+/Q7UGOVbllBqVRVoqSefBql5nor0air3k5gmy7DVyfRDY3eYx0kW+MMLnilbKUqRRAOIlu+ZJbJZPjOd75DPp/nypUrZDIZnn/+eTKZDIODgw3PiUQi/OiP/iiWdXevbswVK0azyV1+CPQLeQgC1HgKgISmYPpgb5Fe2vcCilmTxHrUKCG9h4GAYOjmpsaQaoujRzQmh0WVIuw+S9UoIWbRplT2UFOp6jY1kUBv70Bv7yBwHHLPforcs58icB2Mrm6Mrm4c1eDa98fQH3wEJR7H6OpGa21dfDmLxdA7OzG6uqsvXNXtC9fea2U9AJqqcq63hdPdqbqW6T3pGI+e7GoqId8OklGdN5zprisZihsabzzTQyIiHhFbgbrwkna+r6XO12Z0rsQbz3TTViNX11SF+w630bePEuO1sVwbb0osRv65Z8k/9yyBs3xVOCwvyD37KQLHqV6jGt+JBMUXv0TxxS8R+F51XtDS6cW5w/MWj/G8FWPeNh2uvzRM/5n6UlhRpQhQaY7w5rM9dc+uEV3l9Se7SMcMTnQl61Rinakoj5/uIWbs7rNuo/hbuq021nzLbBqzaiKB1tKC0dVdTZxAJRZr428lws8KEzc7Qa0a5dCpLgavjKNHNCIxUaUIwlrY8lnsAx/4AABf+9rXePDBB/nABz6AZVl84AMfIJPJNPVDmZmZuavVKFDp2JOM6rveS93L5UBRUBOVB9LEwl9Jzgnoim5+bMVsmcAPiKfXv+KtGBGCrr5KK+RT96BoG/sTVhSF1q4UM6PznLjYhypmBsIuoqrKohFcEBCUK0oHJZ5AN3SCmjlB0bSqCqWRYaSvRxi+No1ZtLGNbmI1x1clL0GAl8/hWxb4NZ1PfH/RGC8Wq7Z53EvEDI2Lh9s43ZPG8QJ0VSGiqw09NrYTXVPpScf4kXt6sV0fFIho6r5RQ+wXoobGub4WjnWmcDwfTVWIaCpRQ+MNp7uxXB8/CDC0ikpl3yqBahcqalb2w7hWDKOaVKmNe6Aasw0JqMZ/7TWC8mI72qBcxp2bbbgS7jouI1cnMUs2uqHxwFvOENSMVdNVPNdD2+H4E/YOqqLQkYry5nt6sF2fIKgkUuKGhqIonD/UyomuFI4XoKkK0V2Yr9fDWk2gl+Ll85XzatccA1Y0m230WTtp+u45Hun2BPe/+TS+5zNybZIxd5oLj57E93w0XZ6NBWEltu2JT1EUenp6ePzxxzl06FB1+yuvvNLw+Pvuu++uN52dK9m07IGaUT+XRYnHCS3542qlN0jOha4t+BXl5opEojrGBldtlf5jBFNjBCMDKCc23gGqrTtFZizL7ESOrsNtG76OIGwW1SzgfKaxqawDtL7nvVU5ceC45D77v5YdV/jzP0MxDPQf/TGyM0UAhgayXHzdEYr/45MAJN/0BMknnsTPZiEIyD//2eo2qHTrKn7lRWDBGG8PJlKgUlqjR3f/AU9RFOIRnRXsUoQtQFNVkg1+31FD21EV0naiGPpiHGYXO0KFpQPNjGK9+fmqmWzLj7+b5BNPohoG6R97V+W6ilI1x2xqNvvFz1fOb2CuaZUd5qcrnZOGr0xy7xtOimmk0JC4oRNv8KfRLH73EmHJjhqNrd0EuqbMR43G8EpF8s89S8szP1Eff899GmhsNtvQ8HYHTd/1iI4e0XFsl6vfHgKglLdwLJfWruS2fa4gHBS2PJHy0Y9+lCNHjpDJZPjKV77CP/kn/4SHHnqIwcFBfuZnfoZ77rkHAMdx6pQXbQs1uncrjudTtFz623Zfluxls/UyY0UhoQXknc2X9gRAfq5MqnXj/gtKLE7Q2Utw8wrBsdMoGzR1jMYNEukYk8NzkkgR9jSh9B4WV5cboV98kOGhRf8Qs2hTKjioqTR+IV9NkgDVB73abYIg7A5hqc1m8LLZTV+jFtdxGb4yWf3eLNkUs2VJpAgHjtpOWGstrak9B8ArVRYwwsTJfsIs2hTmFlVqg5fHuPDYSSJ7oPmFIOxltjxC+vv7q1+3t7dz9uxZPvaxj/FTP/VT/ORP/iSvvPIKQRDw9/7e32N0dJSpqSl6enq2ehj7jvkFA7fULpu2Bb6PX8hjHDlWtz2hQXYLEinlvIXneOvr1tMA5fAxgh9+m2B0EOXoqQ1fp60nxditGcpFi3jy7lZECdvDMrO6hQcvr5DHNxe3r2QCWWsqW2cuWWt297a/hh1vI/fVgbrPH7wyycW3vwvNNesN9eINjPGeeholvlArHtt6s1nfDyg7LhNZk5zp0JWM0JmO7Vi3ndUIgoCS7TGdN5kr2bQlIvSkYyQi2q6XXN4N2K5H2fa4M1fE8QL62+IEAcwUTQ63JUlEtD1dErAZmplYtlx6D4Hn1ZlJK5pWXcXWOzsXzWQjEZJPPImiaxS+uBDTNQbSim40vEZosLm0XKFWjRIyeHmCZGtckil3Ib7vU7Q9pnIm2ZJNayJCT0uMZERD3eddyuqMXle5H0NzI9r0M5cIyuWqyiv11NsqCm8alwOtxfB2u3Fsl8FXx+u2lfIW5bwliRRBWIUtj5Cf+ImfAOB//I//wb333tuwa4+iKPyn//Sf+K3f+i0Se9DQcDeYK9loirLrJoV+IQ++X2eWBZDQFTKlAD8I6kz/1kt+roima0Q3qYVXEimCjm6CG5cJDp/YsCqlpTPBxJDK1PAcxy/0bWpMgtCIWulurUzXN82qzD79zCWMrm6gUk8driqH29252bprVNUptR+UbmX48nKvhNCwtr2nY7HuOpFAS7egpev9FZR4ojqOrSYIAmaLFl+9OVW1gxicqdTSv/lsz4rthHeKbNnhr65P4tZ6QKgKbz7bQ1siIsmUbcR2PW5M5rk+matuG5gp0JmMcqonxV9cneBsT5qzvS0HppynltrV7dq4DjyP/HPP1pXlhMkQAN+267YXX/xS3X41maxTszW6RmigWctSNUqIqFLuXubLDl+9MbU4P84W0VWFN5zpoTO1vxeiwvt0eH8NY7HR/Tik0X1ZS6eX3FPjK95TG8V9o3jcTpaqUUJElSIIq7Ot0TE/P8/o6Cgf//jHGR8f5/Of/zzt7e0AxGIxfud3fmc7P35fsWeMZhdqs7VEfW1kUgMfKLjQsonnp9xsiXgqwlb8lMrhEwQvf5vgziDKsY2pUlRVpa0rydTIHEfP9YjprLA/0XXQIxhRja7Drct2F+ZLJFtiW9+mbR2UHY9v3J5mafMv2/V5aTDDG8/07OoLctlx+dbtmbokCoDnB3zj9gw/ck+vGMluI0XLrUuihGSKFt3lKB3JCDem8vS3JQ5kImWv4XsBeqTxfJKfL4sq5S6jaDl8e2D5/Oj6Ad8emKl07ZG/h32HY7sU5ksN4xzA9/yG2wVBqLCtT4WO4/A7v/M7KIrCb//2b+N5Ht3d27Paud+ZK1p1rRx3i4rRbAKWJBQSC8+tOTegxdhYGsQqO9hlh7au1OoHrwElGapSXiE4chxF3djDdXtvmtmJvJjOCltKKPutdf1XNK26WhU0226ay7bXbqt19K8t81HVgLOvObrymPxFQ70QNbZYMrAd5TwhJcvF8RqXB2bLDrbr7+oLsu34FG234T7T8bBcX0xlt4kgCBiYKTTdPzxb5HR3mtmize2ZPG3JyKaUkXsdxVgswQljPyiXqma0aiSybH/lmDLpZy7VlQvUlgXWzkWBaS6W+RjLX4AjMWPV+US4e7Bdn5LtNdxXdjwsz2e/WZM27ZjjBwSBjxqJ1MeXaeLlsvi2jaKo+Ga57lqu74Ouo2haNVZr7+2rdcKrNbzdKYyIzqGTXasfKAhCQ7YtkWJZFt3d3Q0TJ0EQUC6Xicd331h1LxDeoI607/5qp5fNoiaXl1vpqkJUDcg5AWzw11aYK6GoCrHk1r2NKEdOEvzwWwTDtzfcwScaj5BoiTExOCuJFGHLaOTG75sm+ec/u+zY2s4bq21f6ui/HgnwUnM8AC2V3pHuPN5SKcrS/cHmPZg2g7/K5682fmHjBEHlPtgMd6FtKrDQXjWAA5xICRxnWXed0PMEKkbRjeaR0JehtgShtvyg7tgvvFD9utYPQhAasdr8vB/nx9U65iSfeLLu/lv4wgvLti09r9l+WL0TXqP7syAIe5tteXO3bZvHHnus6f63vvWtu17CspfIlve20WxIQqOSSNkgubkSsWQEVd26372SSBJ09VW8Uo6cRNE39ifd0Zvmzo1pijmTZMvOrQYIwm7TzAx3szieh+n4OK6PpikrlsUYmkpEX154FAQBZcfDdn1UpeKnEjOaX6dsu9iej+cFGLpKzFAxtLWpXCK6hqYoDV8YVAViUk6ybaiqwuH2BOPZ5XX6AF3pKHMLhuyH2xI4no+mqpRsF8f18fyAiK4SNTQMKc9cP/vwJVjYWaK6hqooDRPOq82PtutiuUHlXqAqGJpCYpefd/cidYa3klARhH3BtiRSIpEIP/dzP9d0//vf//7t+Nh9y/yC0Wx8t41m8znwfdRk49KbpK4waQYEQbDuRJjrepRyJp39jeswN4Ny5ATBD75JMHAN5ey9G7pGuj2BHtGYGMhw+sHDWzxC4W4klOnWduCoLaOp7ZajtbXVSfXD1eJwe+22rXb0b2aGuxlKlsvATIFbU/lqYuK+/jZOdqUalnDcd7ht2YO44/pM5sr84M5cVa2Qjuk8cqKL1rixbA4qmA7fHZ4lU7AAUBWF0z0pTnWn19QVKKarnD/UyuWx+WX7zvW1EjXkBX076UxGSUZ1ilZ9eZWmKJzoSvHN2zMkIhq6pvKtgQyvOdrBy3fmmMxXkoC6qnCur4WjHck90wVqo9R18igWKXzhBVJPPU3gVkor6uaRug4hla5btSV6zboBpZ56G4Fb+X+trJCcFASAmKZyT1+aK+PLfYzO9LQQbZAIh4q3yu3pArenC9UkTFcqykPHOkjvsqdK0445sXi1tCf19DsWY+bpd6Cl06SfuVQt7andp8ZioOuknnp6sWvWOjrh1RreSiJFEPYH23L3vHbtGj/3cz/Hl7/85abHlEolvvzlL5PNZvnCF77A61//+hWTLweZPWM0O58FRUFNNK7dSWjgBGD6EF9nzid0BE+ktt5kQInFCXr7CW5dITh+BiWyfvd4RVVo700zPTrPsQu9GPv8QVzYfUKZ7tIOHLXdeRptD/0MQsKuPbXX3UlH//Xi+z535orLjENfGZvn4eMdtMTbuT6Ro+x4pGMG9/a30Zla7nmRLdt8ezBTty1vuvzV9UmevNBHsmZFs2g5fP3WNIWal3A/CLgxmUdXFc72tqCt0tlL01SOd1Va7F4Zz1KwXJIRnfP9rfSmY+j7vL3nXicg4MGj7YzOlbgzV8LzA3pbYpzqTnNtLMvhtgSH2xN8dyiD5fp8/fY09/S1VBMprh/w6liWiK5xcot8uHaLRp08lHiCwkK5T8ul9zScRxp13WrWDUiJx+uuJwgr4QHd6RjxiM61iRzFhfnxXF8LLTEdv4GqyXU9hjJFbk7l67bPFCy+eXuGx051kdrFZMpaOuYEnld3vNbSSvj42+y+7DhOdft2dsITBGH32Za3xXK5jG3bddtefvllLl68iLYgs04kEvzYj/0YhUKBEydO8E//6T+9axMpcyWblj3gdu5l5yttj5u8MCRDw1knIK6tL+mTny0SjUfQ9O1R3SiHTxBMTxDceBXl3tds6BrtPWlmRrNMDs1y5GzPFo9QuFupXfVai8lro+ObXWMzNDLDrTWy3ai8uGRX2tg24rtDs7zlXA9PnO8lCCqqkUaScNv1GipDoPLCPDZf5mzv4pxZsr26JEotN6fyHG5Pko6tngiJ6hpHOpJ0paP4QShZl6TqTjA6X+LVsSz9rQlec6wDVYFkVKdse5zsSTOeLfON29OElQVFy0VVKmUCtSbG18az9KSjdYm2/UwY+3XG0hs0i641sVVqSt7CuJeSAqEZtuvxl9enONQa5zXHOjA0FdfzuT2d53vDZZ680MfSv76y63NrqvG9IG86lB1vVxMptTQzel3p3rvee3sjmhre1nyGxKQg7F225QnxoYce4vTp03Xb/st/+S+85jWv4X3ve1/d9lQqxeOPP053dze+76PeZat+judTtFz623bfeNfLzjUt6wGIqKArkHWgdx3vcr4fUMiWae3cPk93xYjAoWMEg9cJTp5FSax/RVI3NFq7kkwMztJ/qktaIQtbQjMDuWYmr42O3w4TutWM9jYqL/b8AHuFlomzRZvO1MoTiOcH5MpO0/2ZgsXp7qDqt5Rd4VjHC9ZthCjJk53F9wMyBZsgqCRURucrLxSvP9nFtwZmmp5XsFxiho7jLf7+y46Hf4A6dq4W++sxi25kYguLcS8lBUIzwjl9PFtu6GXkNDCLdv1gWbvkWvJlh+703vCkaxZnK8Xfeu/tjdiu+7AgCDvDtr0pLi1T+Y3f+A2ef/55vvvd7zY8PplM4nmNW6sdZEKj2WR0dx/cA8chKBbRVkikKIpCUoOss76n1GLWxPcCEtt9wzx0FHQD/+oPN3yJzkMtOJbLzGh2CwcmCHcPqqpUO6w0Yi1znaooJBaO622JcbG/lfOHWmmNV1Yv03GjzrQ6tcI1VWXl8Qi7j6oqDVWZAZVuPaqicLQjwb39rZzrbSGx4CeWMDQst/65IaKpB7mhjyDsCsbCIqehKZzsSnFvfxunulNEFhac9AYLT5qisNLUm4xJwloQhP3Nls9it27dWqZGgYry5KMf/Sgf+tCH+Pf//t/T2dlZt/9uU6KEZEsOqsKum+N583MAqKmVlRwJHebsFQ9ZRn6uiBHR0Lc5WaRoGhw5STBwjeD0eZTW9ftIROMR0u0JRm9N0320bdd9awRhu2hkhrsVRrYxQ+V4Z5Lb08tNZSO6uqYyxqihcd/hNghgIldmOFNEUxWOtCc426vTlqj3WkpFdaK6itVgVfR4Z4JYEyNEYe9wrDPJjckctevXo3MlLvS10JKIMJwpMpgpEtVV7ulrxfUr3aCWtk0+1Z2qJlqEepoazy7E/VaVDQoHj4iucuFQKy1xg8GZAlM5k2RM56FjHeRNu5pQqSWqKxztSDKUKS7bFzO0XX/u3Qs0NbzdQkN5QRC2jy1/uvzd3/1d/rf/7X/j1Vdf5W/+zb/Jz/7sz/Kd73wHgNbWVn77t3+bf/Wv/lXdObZtMzMzg2HsjVrJnWS+ZJOI6MuMFncab34eDANllUk7qSmYPthrlMoHQH6uRDwdY0d+wp4+iCfwr2xCldLfilm0yTRwpxeEg0JojlcrGw63Ld2+HgxN42xPmv7W+nLFmKHxhtPda37JTUZ0vjOU4fZ0gYLlki07XB7LMjBdQF+yzJmKGbzhTA/xJX4rfS0xzva2YGyTN5OwdSQMjcdOd9f9brMlm45UlG/cmubOXImi5TJbtPne8Cwly6W8xBfnaHuC453Ju3ZhZjWaxXejuUAQaokaGsmozjdvzzCZMynaLlM5k28NzBCP6EQbeF1FDZ17+lrpbal/rkxENB4/3b3rXXv2Ao1icivuw4Ig7Axbng7+v/6v/wuAn/qpn+KP/uiPAPj5n/95PvKRj1Qfbnzf5/HHH+f48eMEQYBhGPzIj/zIVg9lXxB27NltvPkFf5RVsh3JhaFmnYDu6OqpkXLBwrU9Eun1d9LZCIqiVlQpNy4TzEyidPWu+xqJdJRka4w7N6boPNQiqhRBWCeJqMEDR9s5f6iVku1i6CoxXVuzsaDn+9yazjdUmGSKFjnTIb5kNbMtEeFNZ3uwXA/b9UlEdCK6uuw4YW+iaSo96RhPXTxEyXLxg4BkROebAzM0ytvfmi7w5Pk+3pyM4ng+yahORFOJye9bELYc0/b4wchsw30/HJmjOxWrlmPWkozqPHi0HdcLKNouUV0luo57gSAIwl5m2544al8+P/axjy3b/5GPfISf+7mfo62tbbuGsOfx/IC86dC9Q0mGZgS+jzc/h36of9VjYypoCsw70L2GYedni2iaSjSx9W2Pm9LRDck0/tUfor7xrRtKhHQfaWPw8gSz4zk6+1u3YZCCsDfYjo5AAPGITjwCrRuIfdv1uTNXarp/cKZAdzq2TMmXihmkkAf0/YqqKiQielXyXzCdFY2EZ0v2vm91vFtsV9wLBxPL9eq6Y9Xi+gGm6zVMpADVDlobuRfcTTTrHCQIwt5ly/WvhcLyuvhG/L2/9/f45Cc/udUfv6/Imw4B7HqbRr+QB89DXYPLeNVw1l6b4WxutkQ8Hd2Zsp4FFEVBOXoS5jMwNb6hayTSMVKtcYavTRKss+OHIOwn9qqMeKU5Q1WUHZ1ThL2JFPBsnL0a98LeZLX1KJmPN4+U2AnC/mPLFSkf/OAH6e3t5caNG/ziL/4ib3vb27h58yb/6B/9o7rjWlpauOeee5icnKS3d/3lFweB+VLYsWd36/e92VlQVbTU2toTJ9doOGuVHeyyQ1v3LqwYtnZAuhX/+suoPYc2pko52sbAK+NM3Zmj99j6jWsFYbvxSyV8ywQqq1l76QHMcjxKtst82SFuqKRjEeIRDdPxKJgORdulJRYhGdGWlWNEdY3jnUmuT+YbXvtkV2rTJXeW62HaHnOlilFiayJCzNCkw88ewV7oxtOZjJIpWg2P6Uztrppzt9jLcS/sf2zXw3J9ZgsWqqrQnoxgaFpTQ++Ipjb0SBGWI7ErCAeLLU2kBEHA7/3e72EYBv/oH/0j/vk//+d4nsfnPvc5fvEXf5Hf+Z3fIVXTFeapp55idHR0K4ewr8iWbeKGhrbLxnjubKbSrUdZ2zhSusK4GWB5AVGt+UtHfraEoirEkjsv51QUBY6cILjyg4oqpXf1sqWlxFNRWjqTjFyboqu/FU0MK4U9hm+Z5J79FEBFErxHHsrKtsu3bs8wW1rMuOqqwuOnu7k6nmW6sPhinI7pPH66p84rSlUVTnanGZ0rU7TrDUX72+Kbrq83HZfvDc8xkS0vfqYCj57qpjsd3fU5+W7HcjyujGeZyJZ4/aluvnpjCneJMvBifyuGfncmvfZq3Av7H8vxuD6Z4+ZUfRL7keMdPHy8k2/cmq7rrKUADx/vICaJlDUhsSsIB4stTaQoisLRo0cBiEQi9PX1AfCf//N/5rOf/SzPPPMMhmHQ2dlJEAQoilL9r2madHV18Qd/8AdbOaQ9Tbbk7LrRbBAEeHOz6N09az4nuXC/nHcCeldIpORmi8RT0d3rSNTSXlGl3Li8YVVKz9E2bv1gjNFbMxy75+5UTgnCenB9n6vj2bokSmV7wNdvTfPaE511iZS86fLdoQyPnuoiUpOsTER03nSuh8mcychsEV1VONWdpi1hbOqhPQgChmaKdUkUAD+Ab9ya5q0XD5GKSSJlN5kumAzMFDjWkWRsvsjrT3YxlTeZK9pEDZUj7UnmihaOG7AHvNoF4cAwV7KXJVEAXhqa5c1ne3j8dDej8yUKpksyqnO4PcFEtkxL3Nj1MnVBEISdZsceQd71rnfxxje+kX/zb/4NP/ETP8Eb3vCGnfroPUkQBGTLNofbdzcb7efz4Dio6ZY1nxNVwVAWEilNPLEc26NcsOg+vHtGrYqiQP8xgmsvw+w0dK49WRQSiRl09rcwdmuG7sNtxO9SKbmwd6iVBvulUt32ULuxm5Jhy/EZni023Of6AZbjETMqJT4hMwUL2/XrEilQSaac7EpxpD2BAuja5hMcpuM1fFGASrv2iVyZM9JRYtewHI/rE5XW832tcV4anOHGZMVcuC0RwfF8vjuUwfUD2pKRu6b7x16Pe2H/Y7se1yayTfffnimgAl4Q0JaIUHZcvnl7Gj+A451JkvJ41BCJXUE4uOzoWk5HRwe/+7u/y3/4D/+BUqnEW9/61p38+D1FyfZw/WDXFSnu7MyCP8rafUwURSGlB8zZzU1Yc7NFUNj9xENbJyRS+DevoG0gkQLQ1d9KdqbIwCtjXHj0hLRDFnaVWmlwLYU//7Pq17spGfaDoGG72hDT9TE0tS6RAiwr3ajF2IIESkgQgO01N8suWW7TfcL24wdB3d9G+GcxnTeZzpt1x5bt+r+hg8xej3th/+P7wbJ5uRbT8WiNG4xML28qsdL8fbcjsSsIB5dte4v3PI+ZmRm6urqW7fvFX/xFPvvZz/Kd73yH1772tds1hD1NtlyRvad2OZHizcxUuvWs0xMgqStMmEG1NGsp+dkS8WQUdQtfgDaCoihw6CjBrSsE+SxKev0KGVVTOXSyg+GrU0yNiPGsICzFdj1s10dRKl4jMaNiTHiyK0VE1wgIGJ8vMzpfIh3TKS/xPdFUpWmyxHI8HM9HURQiuoqhqXieR8nx8YMAVVGI6uoyNUszNFWhJW6Qa9JWtzstrSd3E11T6UhGGM+auJ5PVFeJGVr1b8nQFYIAXC8gFa38LXl+gK6qxCKVvwHT8XCX/M0IgrAyuq7SmYpSmm3cer49UTEH/5GaMufR+RI3JvNEdQ3TcXFcn4BKHIdtzH3fp2R7eAvzdcxQMbRKrLqej+X6BEGArinEDKnVEwRh/7BtM9Zv//ZvN0yihLzrXe9ifn5+uz5+z5Mt2Rja7j7gBZ6HN5tBP3x43eemdbgTQMGF9BJltet6FHNlOvt2r6ynjs4eGLlNcPsayoOv39AlUm0J2rpTDF6eoLUrRSyx8wa6wt3Baq7+ajRGy6X3VI8NV7VST7+jeqwa3ZlkgB8E5MoOPxiZZbZYSQ6f7EzyyPEO8pbLtckcZdtDVRSOtCd4w+luipa7bPXybE+amFE/F3q+z3ypcu3sQtKj7//P3p8HSZKeh33/N++6j64+575nFnsAi13sgQWWAJbHxk8kISIEhknRwVBIYjCCcoi0QxBlM2zLiLBo0wrQ+oPBsA7aIUEiRXJtUrxAESKwWByLc8+5j56Zvq+6q/LO3x/V3dPVVdXTM9PV5/OJIDFTWZWd01uZ+ebzPu/zZGM8eTjPbMXmykwZxw/RVIUThRSnh1ObWqNvGRpPHs7x9evzHdsSpkZOzu0dZWgqF8ZyzJRnGF+s8eHjBRpu67v02FiWYtljfLGGF0SYmsrJoRSWrnFjvsozxwYII3h7okjV9lCAQ7kEjx/ObVv2Z7+6cuym817sT7qqcm4kw0SxQRSt36ZwcjDFRLHBN67P4wYhhqZweijNpx4bRVUjvjdeZG45ayyXMHnqSI64oTFfdbg4Xcb2AjRF4VghwdmRDIqicHGy1Pp5tCYWnzqaZyBp7Zrg51acz3LuCrF/9W1kcfLkyfu+J5fL9evH73qlpkfS1HZ0mUhQLEIYomVyD/zZ1PI3p+hFpI32f0NtqQkRJNK7Y8GsoqowcohocpzosQ+imA93XCPHB6hXbK59/y6Pf/QUqrRJFX1wv6r+aiKx+pq/7nU9v73ZUg3H5/UrswRrRt3Fpkc+GfD23eLqa2EUcWepTs32OD+WRVUUwijC0FoFZAdTFmEEa3NKarbP167OtnWIyMYMJksNLk7dW8cfhBE35qvUHY+njuY3FUzJJyxeODXIOxNFGsvLQ0azMZ46kiduyozoTlMVePZkgcliHcdrfZdODaWYrzrcXVN/xw1CrsxUODWUYjgdwwlC3ry5sLo9ojVjXmw4fPzcyOoMeT/1qyvHbjrvxf6VtHQ+fnaEt+4urWbtDSRNnjle4MZ8jZvz9+pLeUHE5ZkKthcwmLJWgygApYbL3cU6mYTZdi8IoohbC3Wqts+RfIK7xXvZLzXH5xvX5/nY2eFdkxm4FeeznLtC7F8yYtwh5abLwA7PfAYLc2AYqPEHvzFoikJSa9VJObbu4+XFGrGEiabvjhkFAIYPweRtojs3UM584KF2oekqh88MMn5xhjuXZjjx+NgWH6Q4qO5XjK7XTNjama7tntEKwpBrs5W2IArAycEUl6a7Fyxc6eTzkRMFIu4FWG7MVfnkhdHVWUgvCHl/usT6VfeH8gm+dnWu675nKjaPBZtbp2/oKmO5BLmEiR9GKApYurZrZkEPMscLuDhVpmp7vHB6kDeutTKHRjJxvnmjM4sIYHyhxsfOjvDeZLHr9oYbUKy7fQukbHcxyZ0878X+pqmt5T0fOzOMG4QogKmr2F7IrYXuRbpvL9Y5OZTueP34YKrnObtQczg9nEZV6Kip9e5EkZfODGPtUEvlfp7Pcu4Ksb9IIGUHeEFI0w1I5nf21+/NzaHl8vCQiRUpHZbWFZwNgpB62SY/0nlT3UmKYRIVholuXyc6fQFFebgHpkQ6xujxAaZvLZLIxBg+mt/iIxUH0f2K0fWaCVs707XdvCBiYU0b4xWGptLcoGBhseEyWWxQtdtrlKwtAOsHIUtd9h2EGxc1rNreAy3NkeyT3ccLQpbqDo4fEoSteicKre9EL2HU6oS3srysm9lKs29d8ra7mOROnvfiYLAMrS2QUWl6Hct9VkS0ztuO1yNw/N7nbc32iRs69XU1s8pNj2AHi9f283yWc1eI/WVfTL/Zts3/8//8Pzt9GJu2Umh2Myno/RLWa0SNOtojLK9K6wr1AJw1s8DVpQZRFO2aZT1rKSOHodmAuelH2k9+JE1uOMXNdyYpdaleL8Re44ch4SYHrmEY4YchmtKaqYRWbZHjhSTHBpKoisJGKxYtXeVEIcGHj+U5M3SvW5iuKqv7VhS6Fo+932o6a5MFZ8XuE0Yr3yuFYwNJjheSGFqrreqRgSSGtvF/fGW56HAv27GsR4j9Sltz8R3OxDhRSDKSia3Ow2lq6/w7unzuJi39vsufTV3FCzsDLbqqrE7wPci9SQghttueHVk4jsPHPvYx4vE4AKdOneLnf/7nd/ioNqfSbBXBi5s7N+j3ZmZbbY8zD18QdqXI7JIbMRZv3fUqS3WsuIm+QymZG0qmIZkmvH0DbeTBC+yuUBSFsRMFfDfgyndv89jzJ8gMJLfwQMVusRWF5jazj/sVo+tXCnDD9Zmt2EyVGliayqnhNClL7xrEcP2AmuNzc76K44ccysb50LEBKk0PPwiZKTdRFIUgDHn+5CDfvrXQkbL9xKEsA0mTWws1Gk5ALmHyqQujTJdaxQ2/O76AH0acGkxxZjjdtrYeoLm8Fr9bJoypqyR28JoqHo7nhzTc1vdqMBVD1xRsP+BoPslCzcX2guWaOvCho3nevlvsWPKVjRvUHY/jhRRXZytdf06/slHgwYpJ9roe9KtIrRBbwdRVjg0kOJxPMltpUrN9kpbOC6eHmCrW0VSFJw7nmCo1CaOI08tLfcaycabLzY796cud2twuGSvnRzIQtZbsTZYamJrKqaHWvalfy32CWpXQtlFjMSkOK4TYtD0bSCmXy/zGb/wGn/jEJ3b6UB5YuemRMHXUHSw0689Oo2VzD9z2eC1LVbDUiEU3YiwOYRBSKzXJr5ll3k0URYHhQ0S3rhA1GygPURtmdV+qwpGzQ9y5MselN8e58JHjZAd3579bPLytKDS3mX3sRDG6uuPz+tVZ7DXLcO4WG5wfyXBmJN0WTHH9gBtzVS7P3HtInavYPHdykBtzVYqNe0sqpstNRjIxPny8wHfHF1dfPzOUIm7q/PXl2Xv7qNrcmK/y0pkhLk6VmKm0HiRnKzYfOVHgcC7OZOneIPzdiSU+enqEb96cp+7c+03pqsILp4aIG/siyfLA8IOQiVKdt+4UefxQjulyq0X2C6cGeW+yRGXN8q/pcpPDuQRPHsnzzsS9AFvM0HjmeIG7xTqDqRgjzRizlXtFLxXgmRMF4n0M7j/I+dvretCvIrVCbAVThaMDSb55Y/5egLzaCna8cHqI6WKDS2vuD7MVm4GEyTMnCtQcv20pp6YqPH9qEF1VUKAtMDqUtjiUT/D6tVma7r1700SxwdmRNOdGMptudf8gQtum+id/RPrHP40xOCTFYYUQm7JnAynVapWBgb15QSs3XBLb1Iqxm7BRJ6yUMU+feeR9ZXRYXK6TUik2iMKIeGYXR+oLw3D7OtHdmyjnnnikXamayrHzw0xcnefSm7c5/cHDDB3Jbc1xCtFHfhhyabrUFkRZcWW2wpGBRNtg1faCtiAKQC5uUHO8tiDKitmKzdGBJC+cGmSp4RLTNYbSFl+5Mtvx3iCM+P7tJZ4+NrAaSAH47vgiz58a5NxoloWaja6qDKYsYobGR08PUXN8Sg2XlKWTTZgkDBVNk4yUvcT2At6+U8TUVOKmxvtTDQZTFkt1ty2IsmKy1OBYIckzxwtUbY9UrDUh8dadJT58YgBDU3nmeIGmFzBftTF1lUKy9Z3RpZCwEA/NCeB7t5c6sgwj4Hu3F3nySGe9uKWGy1SxwWNjWcIoomJ7xHSNuKlxcarMsycK/MjjYyzWXBy/lW0YNzQuTpfbgigrrs1WOZpP9iWQIoQQD2PPBlLK5TK/+qu/yuLiIsePH+cf/+N/zPPPP9/xvldeeWXD/Xzuc5/r1yF2FS3fTI7u4FIQb3q6tawn++iFUjOGwnw9wg0jKoutZT3GblzWs0zRdaLCENHdW0RnH3/k9tOqpnL0/DBTtxa5/tYEjYrNsQsjKNIa+b5227m5Yqsq9q/s50H3sR1V/V0vZGJN28n1pkpNMvF7RVunS52p2aPZOJMb7OP2Yp1sXGe+6kDUaqvZq4BgzfE71tNHwPfvLPGpC6OcGc60bUtpKqmYwWg23vPni0ezHednqeESAUPpGDPL6f9j2Tg35rt3BwG4vVjD0jWW6g63F4PVYpZeEJGOtYY0lqE9UNHhrdTr/O16PajX8YLWA6OyJgjYr24/Yn/YiXun64ddA+8r2/QeY57xpTonBlNcnSmTMHXc5WYL0MrOPpxPtNULbLh+W4vz9SZLDbJbdG6vLOcBiJqN1f/1FlqdhtYv85HlPEKI9fZsIOXw4cP8m3/zbzh06BBf+cpX+If/8B/y+7//+xw9enSnD21DdccnCCOSO1T4LooivKkJtPwAbMEMXWb5nzHf3N3LetZShsaI5mdgcQ4GRx59f6rCoVMFYgmDqZsLVIsNzn74CFZ8Z9tbi4ezVRX7u+1nM/vYrqr+vTowAB0Bj24BEEVRCDfYSRhFRJFCuekR09X7FgyMlve1NtVbigzubyvfK0Vh9bukLNdD6SWMWp8rN9szVjb6Pm+nXudv1+vBX31p9c/JH/rUvdf71O1HiIcVdVQmWre9x+YwjFBpBTrXn7Ndr+9RZzvktbaym8/Kcp61al/+z6t/Xr/MRwgh1tuzgZSRkXsPwJ/61Kf4zGc+w+uvv87f/tt/u+19X/7ylzfcz5e+9KUNt2+1lRtJcoeW9oSVMlG9jnZoawJOlqYQUyNmqh6xMCKxm5f1rEhnIRYnmhhH2YJACrQG/4WxLPGkxeT1ed7+6nVOPnmIwUPZR8562a9227m5YqsKza3sp9c+FMPALy6tvnfl9SAICP0Io4/XCENTGE5bzFU7i7bqqsLRgQTlRivd2tQ1RrJxrqwr4rlYcxjJxKna3bMHRjNxJoqtmUXbD0laesd6+BWWrmJoKs+fGiSMIjRV5e5SHU1RMDboxCL6ZzvOz4FUq7vbUt3h3EiGqVKThZrNaCbG+GL3WemRTIzrs+3fOUNTVjtI7Var14N6fTWAkvrhH0OJta4lazNStqOoZRiGBH6IId2M9px+n5teEGB7Ic5yBkrM0DB1DV1Vuraf19TendpGs/GuxcEBcsnOySZDVxnJxpgt210+AYdyWxfUUGMx0j/+aQCiRoPaf/nPpD71Iygr515s949nfT8gCvo7XhBC9LZvzry1gZXdrNx0MTR1xwZ93sRdME207MN361kvY8BiA04ldmm3nnUURYHBUaLpO0RPfBhF37o21IlMjFNPHWL61hLXfzDB0kyFU08eksHqHrJVhV9X9tNrH35xqWtxSc8OcJouWat/2V2GrvHE4TxfvTJLsGYqUVcVXjw9xFt3iizW7w1+P3x8gNFsjJk1g9u5qs3p4TQTxUZHynfK0klaetsM5ELN5txohisznV1Vnjqa58ZcdfXhWVXgzHCG44Uk+iMUxBa7m6WrnBpKcXO+hqoq5BIm06UmL54ZYqrc7OjokY0b6KpK3fXbXn/icH7XFxpeuR6sLOUBUGIxjMEhgNWg6sp7+13U0rV9GlWbgZHM/d8sDgzbC5gsNnh/srR6bzA0hedPDvLkkTw/uLPU8ZknDuWYrXQu/1w5v//60kzHttPD6a7tyg1N5YlDORaqsx3ZJyMZa0snIbVUGi3V6i60spxHSSRWz8m9wLN9fC+QQIoQO2R3jzw2cOPGjdU/B0HAN77xDX70R390B49oc8pNb8eyUSLPw5uaRB8cauXPb5GMBq6mY2T2UL2CwREIAqKZiS3ftaZrHDk7xOEzQ5Tna7z91euU5mtb/nPE/hMGITO3F7n57hRul2KbWyWKIqq2x/OnBzmSTxAzNNIxg+dPDXJputwWRAH4wZ0ljhdSPH1sgHTMIGZoHBtIkrJ0Xj43wrmRNHFTI2FqPDaW5aNnhkhZOmPZODFDIxs3MDSV4wNJnj85yEDSxNJVhtMxXj43jO0GbRkIYQRXZytUmv37HYidZ+oaF0azPHdykNsLNc6PZrgwluX6bIWPnChwcjBF3NBIWjrnRzN88Ggea7mArKW3ig9/7OwwwxkLXQoNb1oYhixMlrn17jSOnGNijWrT5Z2JYluA3Qsi3rg+Ty5h8tEzQwymWudfIWXx4ukhEpbG2ZEMjx/OkrR04obGmeE0P3R+lKSp84kLo6v3glzC5PlTg5zfoPtOKmbwqQujHC8kl+9NOh86NsCHjw0S2wOTddsl8AMmrs0z/v40nuPf/wNCiC23J0OYURTxL/7FvyCKIp5//nkcx+Gf/JN/wtDQ7o8il5suAwlrR362NzUFYYg+NLyl+9WbDkQmdnLvBFKUWJwokyOaGIcjJ/vyM7KDSRIZi6kbi1x6c5zDZwY5ek4K0e4lW1Fobu0+1i7n6VaE1tPjzNxaIooiGlUbM7Z12VJr2V7Au5MlXD/kSD7BuZEMfhhi6lrXNOwogjdvLvDDj40xdjZOGEUYurqaLfLYWI7Tw2kiIKZrq8vZnj42gBeEqKpCYjkrKxkzyCdNgjBC11Qmiw3enSx1Pc5LM2UKKQtLBs/7lmVoHM4nGExbhGFEPmEQNzQqtk/c1DgzkiGKIqZLTa7MVDg3muboQIIwgoGkST65M/fTB7VSbFbRtNV6KIqmrV4PFMPYtqKWru0zeX2eMAipFRtY8a3LUBV7l+0FHUs417o5X0VT4dRQCkvXcPyAi1Mlyk2PT14Y5exwhmMDSaKoFSTVlsc62eU2yP7yvcC6T9cdVVFIxQyeOprH80MURelLAGVtYXnVNEn//34C1TS7LrndjVzbZ2H53mk3XMlKEWIH7MmzTlEU/s//8//c6cN4YN5ytfJkfvsfCqIowr1zCy2XRzG3tgiqXbEx4xolXeMI3au670bK4AjRzStEdhMl1p8gkGHqHLswzOJUhcnrC9RKTc49c2xPLIESW1P4tW2p0JrlPGvV/vNfoJ88zWLu9GrR1VvvTfP4i7G+BFPCiNXlOHeW6txZ7pIwcJ+HUscPSMc7j0dVFWJq5+3EMrSuQZD4clAliiIWat3XwgPUbX/DgrZi/1h5uKrZHu9PlVa78axXbng4RsjtxTpPHM7tnUBKjyLWKzKf/kzfl/PAvWyUMGj9fscvzpDKJ7C6nNfiYAnCkPoGmQ01xycbN/j2rcWObX6wEvDo/lhhaK06WA9CV1V0s3+J85s5J3drIGUlG2XF+PvTXPjIcQmmCLHN9uzSnr2o3HQB2lq9bZdgfr5VZHZkdGv364fYdYeUElIMlF3TOWFTBoZAUYkmb/f1xyiKwuDhLMceG6FWavLe129KOrVopyho5x5nduJeEU277tKo9g4yPApVZXkpjsqzJwp84vwIL58bJn6f2k0PWvi16frUbI+a4xGGnQ/GiqJQ2OBBOB3TO9oii/1NU1uz0ZqicLyQ5JnjAzx9bICx5VbX6ZhBY7lGSqbHw78XhDRcn6Yrgbj1VrJR7v3do7ZBG3NxcOiqSnqDwH3r3Os+WWZoKkEY0Vw+7/wu13uxddZmowDUSk3shrtzByTEASWhy21UbngotB5gtpt76wZKKrVaWGur1CtNFGDAVFgKFCqhQlbbGwNXRTeI8gWiyXE4faHvPy+VjXPi8VHuXJ7j/W/c5PEXT2IlpEXyQdKzI9Df+DRTs+5qNsqKfmWlxA2dZ48PoKpqqyZK1cHQVU4OpnjpzBDfurHQtkYeWt1SzE3OKDpeQM3xuDhVZqnuEjNUTg2lOZxPrC7xWTGWi3Nxuty1reUHDuXumwYu9pe4qfP4WAY/gvGFGm/dLaIpCofzCV48PYSiwPW5KglTIwgjpkoN8gmTuKkTRhE1u/W9m6vY6JrCqaE0xwvJ1SyonXK/Ll79Xs4Dy9koU/eyUVZIVoqAVgbh+dEMs5XOAL6iwNF8gjeuzXVsO5yLo2sKF6dK3FmsE0YRY7k4F0ZbNVN2a+fCbvfj7T4nH8b6bJQVkpUixPaTjJRtVG66JCwddZtvKn5xiaC4hDF6aEuLzALUy02suElSU9CIWAx25w2zF2VwBColomp5W36eFTc58YFRwiji/W/d6mtBUbH7rHTj0PMD91KGFYXASjIzXux4f1+zUhSV16/OMlexCaII2wu4NF3m8nSFZ04U2t47monx2Fh204GUUtPl9atzLNQcwiii4Qa8N1ninbvF1WyCFQlT5+Nnh0msCTDrqsKHjubJd2mPKfY/Q9f59s0FpkpNgjDCDUJuLdR4d6JIFEEubvChYwO8fbfImzcXmCw18IKQmu3x15dnmS43CaIIxw+5NF3mzZsL2O7OFmNcOffXLhXoej3oI9f2mezyACZZKWKFpWt86Gi+7VofMzReODWIoamMZtuXQY9kYjw2luPr1+e5PlfFDUL8MOLuUoOvXJnZcKnQTut2/m33Ofkw1mejrJCsFCG2n4Qtt1Gp4ZLcgVkx98Y1lHgCLZff0v16ToDT9MkNpVAUSKutQMqpLf0pfZYrgK4TTd5GufDUtvxIw9I5fmGE8YszXPr2bZ746Ek0mXU/sPShYTRD4/GPdi96rBsagR9s6Xek6fq8N1nquhRvse5wVs3w4pkhgiBCVRUWqzZfvzbPJx8bJXmfYErd8Xh3ojMoBDBdbnJ+LMvaRCxFUcgnLV4+P4LrhYRRhGVoxHRNlvUcQJ4fcG2ugt8lQ6nm+Dh+wInBFN8bX1yto3JpqsxoJs57U6WuS3mKDZeK7RE74G3oNV3lAy+c6LnN9wKp33WABWHErYUaxbrLU0fzq8ViPT8kYeq8fnWO44UkL5weIgwjNFWharvMVJpdAyZeEHFjvsoTh3No0sZ+S0RRhKarPPFS95G2YeqEQYj6gPVohBAP52CPKrZRuNxudKCwvYXx/GKRYGEB8/TZvmSjqKqymg6cUSPu+BpOFGDtkecfRVWJBoaIJseJzj+5bSmoZszg2IURxt+f5toPJjj/7LFdm/4q+qOtI1DoY+a3b/YrCKOOFsdrzVWaVJpeRwcfxw/u277dDyOqdu9ZyMWqTb7Lkra4oSMrC4Tjh8yWmz23TxYbxAytrRitH0a4fshcuXf21mSxwXBm5zvLbUUnsIdlmDrGAQ8mid68IGS61KTu+h33h4+dHcYLQq7PVbk+d6+W14lCsmfdFICpUpNzIxnifSwauxVWzsvdupxnhaIomDGjbx39hBAPZndf2faRmu0RRpDa5rWL7vWrrWyUPnQDqJWaWAlzNQCQUSMgYmkvLu9pNqC4sK0/N5YwOXxmiOJsta34nzgYdjqFeKNkD11Vu87sb2ZZ4v3eostMmdiAomz8HdGXi1p2+5y2wZf6QTuG9MtOn/dC9KIAmtb9HOp17Q+iCL3HZ6C1THMvTBJ1W3onhBD3sztGFgdAqdGqhXG/2dyt5C8uECwuYBw+suXZKHbdxfcD4ql7M8u6AkkFFvw99rVK58C0+t69p+uPzicYPJzl7pU5Kov1bf/54mCydJUjA8me2wspi2K9fa11zNDQFLg8Xeadu0Vmyk3qTmeNH1PTGMl0n9VTlvctRDeuH6AQcbzQ+7s5lo0zW2nPWEmYGqaucnIo1fNzRzf4vgshWsVmzwx1b0jQq1HCbNnmcK538OH0cBrrAbu9CSHEXiFXt21SarrEDG3bZmOjKMK5dhUlmdzy2ijQykbRdRVjXSvnjBqyFCp0mTDctRRFgcIw0dQdoh1o2Td0JEciHePaD+7ie71TZIXYKoaucX4k0zWw+/ihLNOlBmtPYU1ReOb4AG/eWuTSdJkb81W+eWOeN28udARTYobGE4dzxLrUWvjQsYFNF6wVB4vrB9yar/Gl92cYzca7Lv86UUjScHy84N63U1cVnj0xSNIyODWU7tq+9cJYdke65Qmx14xkYgylO4Pd5abLsycKHVlfQRiRihmc6BL8LCRNxrLxPZGRIoQQD0MWy26TcsPd1myUYH6esFTEPHdhy7NRwjCiUbFJZGMdu86oEdOBQilUGNgjbZABlMFRoum7MD8DI4e292crCofPDHLjnSluvTfF2aePbuvPFwdTKmbw0TNDFOsu0+Umlq5ybCBJzNAIo4h03GCp7jKQMBnJxPj+nSWq67pMlZse12YrPH44h6Hde1DNxE0+fnaYhZrDXNUmbmir+7akmKXoou4EXJxudU9749ocL54awvYDJosNdFXhWCFJzfawDJ1zoxnqjk86ZpBPmFyfLZO0BkiYOi+dGaLUcJkoNlrf6UJqOWNFvndC3E/M1Hn2+CBVx+P2Yg1VUThRSGHqKu9NFnnu5CBLdYea45OydAaSFpenSzxxOM/xwRS3F+oEYcixQpJ03CBuyGOGEGL/kivcNoiiiFLD5fA2FZNsZaNcRk1n0DLZLd9/o2wTRhHxZOesRUwBk4iFYG8FUkgkIZ4knBxH2+ZACrQ6+YwezzN1c5HBwznyw93Ta4XYSinLIGUZXZc9nBm+N7N/ZabMUr17W8U7Sw3ODGfaAinQCtSkYgYnBnsvtxACWves8YV7BSxdP+SrV2fJxg2ODCTQFAVVUfj+nVY3qIGkSczQmC03ubwcfLngh8QMiJs6cVNnbIPlBkKI3mKmRszUGErfW6JZrDtMl22my61i4XFTY75qc2WmAsC50ZCBpMVAl3GhEELsV5JjvQ3qro8fRttWaNafniasVjEOH93ybBSAaqmBFTfQuqx7VZRWVspCoHZtrbpbKYrSKjo7M0nkd9Z92A7ZoRTJbIyb70wR+Nu/xEiIXpwNvo9BGLGHTnWxC0VR9+9Yuenx/mSZK9OVtgKzS3WXqVKTYuNecC/cS+tJhdhjgjUDumKjdf6tDa53KwAthBD7nWSkbIPS8mAvafW/XVkUhjjXr6Dm8qjprZ8Jdm0fp+mR71GQDCCjRSx4KvUIUntpaezgCNy9STQ9gXL05Lb/eEVRGDtZ4MY7U9y9OsuJD4xt+zEIAeCHIY4X4AetjgwjmRh3l+qcGkyRS5iEUaul+/hCDT+MunZLCcMI2wvwghBNVbB0FWOD5RWOF+D6ISERpqYSMzRZW7/PhNHyd8IPUVUFU1exdA1VVTiUizO9pu3x4VycMyMZoqjVYUrXVBKm1rXVqqYosnRHiD6y9Fax8cP5JGO5OFHUmjibKTe5W6wTMzRsL8D1AyLA1FTi0mpbCLHPyVVuG5TqLpauYm5D5XJvcoKo0cA8ebov+68VG6iaipnoHRRKKREqrayUlLp3MisUK0aUyRFN3IIdCKQAmDGDwcNZpm8tMnwkT6JH9xMh+qXp+lyeLnN7qb46WH7p9DDPnRzk0lSZy8up3Kamcm40w1A6RmLdgNnxAu4s1bk8XcZfnqkcTsf40LGBjlpRURRRtT2+O75IudnKBrN0lQ8eHWA4HcOQjg/7gusHTJWavD9Zwg1a94VC0uLDxwdIxQwG07HVQMmTh3PETZ03by5gLxfgzsQMPny8wHsTRUrN9qzBC2MZYoZ8T4ToF0tXeensCOMLNb59a6F1bwCODCT4+JkRoijijWtzq3W04obG08cGKKQsaXkvhNi35Oq2DYoNl9R2ZKMEAc6Na2gDBdTE1q8PD8OIWrlJPGVtuGJIVSCtRiz4e282WRkchcU5oubOtSIujGUxLYNb700R7aX1UWLP84KQ9yZLjC/WV5fmRRG4QcB3xxdZrDur73WX37u+a08URUyWGrw3WVoNogDMVW2+eWOOpuu3vb/hBrx+dW41iAKtZR7fvrVAudm9LovYe+arDj+4s7QaRAFYrDt87docDdcnYep87OwIZ0fS5BIm3751L4gCULE9vnVjng8dL6x2hEqYGs8cH+D4YApNleGMEP0ShhG35qvcWVpzbwDuLjW4NlehanttxcibXsA3bsxTc/zuOxRCiH1ARh59tlJoNhXrf/KPd/cO2DbG4SN92X+t1CQMIxJdWuOtl1UjqpGKs9fiAANDoKpEE+M7dgiqqjB6Ik9lqcHidGXHjkMcPI4XMFFstL0WNzVcP2x7qF3r/akytndvsNz0Ai4tFwBdr2r71NcFUmYrTbyge+ba+1MlHF9agu91thfw/lSp57by6vJXndND6dUCluv5YcRMucEzxwd47uQgL5we4lghhSXLeoToKzcIubvu3rBiqtTsuXT90nSp5/VdCCH2Ogmk9FnVbhWaTcf6m5ESBQHOzRtog0Mosf4sB6kuNYglLbRNpGlm1AiIWAz2VlaKouswMER099aOZoOkcgnS+QS3L84QyCBEbBO3y3ctaept2SLr1R2ftR8Lwgh3g+K0lTX7iqKI+ard873lhidFRPeBIIyobzAzvTbTKQijDTORinWXhuvz7VsLLNacnu8TQmydja7pre3dA96lhocvYxghxD4lgZQ+KzZaA71+d+xx79wGz8U4dLgv+29WXTzXJ5E2N/V+XWkVml3w995XTBkag0YNigs7ehwjx/N4jsfUjZ09DvFoguXCrXthVk7vUjTW8UMSZu8Zf1NTWfsxVVHQNigSu3ZfiqKQ2SDIHDel4Ox+oCqt70kva5e+aqqyYZHKhKnTXC44u742jxCiP+5X50TXVDJxg3MjGc6PZiikWpnLcUPrWoxcCCH2g733lLvHLNVdEqbW12Jbke/j3rzeykax7r/s5mGUl+oYpo7xALVeMmrIUqjg77UJ5UwOrDjR3Zs7ehhmzGBgNMPU9XmcDTICxO4ULhdRfXeixNeuzfHmzXnmKs2eM3e7gaVr5BPtwdKq7ZGJm6g9AhpnR9KrNSsAYobKicFk1/camkom3r7/IwPJnjWXLoxl2/Yt9qaYoXF2pHunN01RGEq3sihtL6DYcDk12Lvj3PFCkqtzleXvUv9rjwkhwNAUBpLdJ9JycQNdVTg2kGS+ajNTblJIWrxweogPHMpKRy0hxL4lgZQ+W6o5fV/W4965Db6PMdafbBS36WPXHZLZ2IZFZtfLahERCkt7bXmPoqAMjRJN3iHydjaAMXg4h6Ip3Lk8s6PHIR5cueHyXy7NcGuhRtX2mK86fP36PNdnq7s2O8UyND5ycrDjmnVnscZHzwxhaO3n8tF8gmOFVFvWiKaqnB3JMLqu45Slq3zs7DDxdYGRhKHxwunBjlnL08NphtPStWo/UBSFY4UUR/PtRdANTeGls0PEzVbr1O+NL7Q69fgBp4faAy+aovDM8QHmqw6G2v27JIToj6TV6pq1PoMwHdN59sQg708WeW+yRLHhUm56XJ2t8M7dpY4ubUIIsZ/IFa6PvCCkYnsM97GFbeR7uLduoA0No1ibW3bzoEoLVXRdw0o82P4tBWJKqw3ysL57Z+G7Gh6DiVtEk+MoJ87u2GFousrwkTzTtxYZPVEgnd/6bkxi6zlewA/uLBF2qbNzZbbC0UISY5e2hExaOh87O0zT82m6AXFDI27qWLrKpx4bo+H4uEFIOmYst3XvfJiNmzrPnChgewE1x8fSVeKmTtzoXKqjaSpD6TivPDZG3fEIlmtKWYa2a39H4sHFDI2njuY5P5alanuYmkrCuvedKDdd5qqtpbAXp8ocLyR58fQQTdfH1FuZTJ4fkLTg6MAosS7fJSFE/6RjBs+fGsTxAxpuQMLUsAyNuu0xU+msV9RwA+4s1jk/lu2Z0SiEEHuZBFL6aGm5gF4/04/d2+MQBBhjh/qzf8enUXXIFHqn328kq0YsBAphBHtpmaxiWkT5QaLb14mOn9nRAXtuOMXSbJXx96d54qVT8vCwB3hBuGGB1mK9/5lqjyJmaMQMjfVxu4Spb7ouhalrmLrWsZSnG01VSFq6zF7ucyvfifXf/TCKGF+otb12e7HO7cU6pq5iqAofPzdCOiUZSkLspFTMIIVBYfnvQRjyzt1iz/ffWapzYihF3JBruxBi/5Hpvj5aqDoYmtq39OPI83Bv3UIbGkIx+5SNMldF01XiyYervZJTQwIUiuHee/hXRg5BtbzjRWcVRWH0eJ5aqcnCZPe2smKv2XvngxD9pKw5Jyz93n3T9UN86dwkxK51v8kdudsJIfYrCRH30ULNJhMz+pZB4I7fgjDoW20Up+nRqDpkB5M87D8hpoBFxLyvUtD22PKe7ADEEoS3rqINDO3ooSSzcdIDCW5fmmFgNI0mxdt2NUNXySVMSo3ubVx7Fe3rFz8IcfyActMjjCJycRNL1wijaPV1U1NJxwxihobaJX0sjCJsN6Bqe7hBSDZuYOmt1G4hHoWqKJwYTOKHISeH0tiuTxBFpCyDuYqNokAUQRCEaLLcS4gdU7M9ml5AzfFImQZxU+PUUIqZcrPr+48XUlgyXhFC7FMSSOkTPwwpNlxObtB94FFEros7fhNteATF6M8SgeJsFcPUiT1kNgqAorSKzs4HCuf22vIeRYHRw63lPc06Srx7J5LtMnIsz413ppi4Ns/xx0Z39FjExixd4+ljA7x+dZZg3Wz6B8ay2zqw9IKQu0t13rlbZO2RvHxuhBtzFSZL9wbAmqrw4ukhBpJWW/HXIIxYqjt868Z8W3bAoWycDx4bkM464pGlYgZj2TjfvjnP2lPmeCHJ2ZEMf3lximeOFRjLxfvaBU8I0V3V9vjWjXlqjr/6WtLUeeH0EIdycaZK7cGUpKVzrJCU5chCiH1LRiN9slhziCLIbaI+wMNwb14H6FttlHrZxm64pHLxR07LzKkh/h5d3sPQKGga0a2rO30kmDGDwUNZpm8u0Kx1FnYTu0smbvCpC6OcHUmTS5iMZeO8fG6Yk0MpDH37Lr012+PtdUGUoXSM6XKjLYgCrYDJN67PYXt+2+u25/ON63MdSyymyk3GF2pdi+oK8SBcP+Stu0XWr+K5vVhnqe4wko7x3duLNFy/+w6EEH1Ttz2+O77YFkQBqLs+3xlf4PFDOZ47WaCQssgnTD54NM/Hzg5vuqaWEELsRRJI6ZO5io2pq8TNrZ+pDZtN3Du30UfGUPStv0mFYcTSbIVY3MTagkK5cQUsJWLO33tfN0XTYfgQ0e0bRG73ZRrbqXAog2Hp3Hx3ikgeXnc1VVFIxQw+MJbjpTNDPHuiQCEV69rlpl+CMOT6XLXj9aMDCW4v1Lt+Joxgbl0Hhvmq0/GAu+L6XBXH22PL9sSuEoYhtxdrPbdfn61yarjVDvnWfE2ufUJsMy+Mei5VrTQ9/DDicL7VaeujZ4Y4NZSWIIoQYt/be0+2e8RspUkubvYlpdG5dgU0DWN0bMv3Da0lPVEYkR7Ymla7igI5tbW8J9iD419l9ChEIdH4zmelqKrK6IkClcU68xOlnT4csQmqqmDq2o4sRwjCiKbbGeTQVRU3CHt+ru60dxyqOb07EHlB2DPIIsRmhFGrVWovTS9AV1vnT325fooQYvv4G9wvoHUfADA0dVsnC4QQYidJIKUPGo5P1fb7UlAyqJTxpyYxDh2GPjyYNasu1WKDVC6OtoXLDwaWu/csBHtveY9imq2slJtXiLydz0pJ5eJkB5OMX5zGtXs/4AqhayqFVOd1qOn6pDZoNVxItddFKmxQJyll6f24FIl9Looimq5P3fEIorDjO7dWLmFgLy/pGUpbaFJzQYi+cv2AuuNTd3y8IMS8z3jQ2sblqkIIsVvIla8PpstNFCCX2NpAShRFOJfeR4nH0YeGt3TfAIEXMj9VwoobxNOxLd23pUJSiZjeg8t7AJRDxyAMiG5c3ulDAWDk+AAKiizxERtSFYXjhVRb4ViA8cUaF0azXT8TN7SOa1c2YfZcpvjE4RwxQ1K4xeY5XsD4Yo2vXJnlL9+f5q/en2E0E8PoEZG7MJrl/akyhqZwKJeQ4pVC9EkYRZQbLt+6ucBfvj/FX74/xXfHF9AUhWM9spSP5BM9z10hhNjP5MrXB5OlBrmEueWp/P70FEGxiHHsBA/dj7iHMIyYvbPUWoYzmHzkArPdDGghxVChuXGG6K6kmBaMHmllpTQbO3046IbG6MkBirNV5u4Wd/pwxC6WsHRePjdMdk29I0vXSMV0njqSb5tJHEpbPHOi0LkPU+fjZ4cZTltr9qHy7PHChpkEQqwXhCHjizXeulPEXq6t4wYh702WeOnMEPk1QbyEqfH8qUGW6i6mrvLxcyNSd0GIPmo4Pl+9MsvimoL2M2Wb16/OcmEsy6mh1GpGmKoonBxM8oFDWeJyXgohDiC58m2xpuuzWHM4s1wYb6tEnot9+SLaQAEtk9nafYcwd6eI7wUMjGZQ1P7E13JqxBQw5aucNvdeNEU5dJxofobw0ltoH/7oTh8OmYEkueEm4+9Nk84nSGxxFpHYH1RFIZeweOnM8GpdFE2BN28uoKoKjx/OoasqigJLdYc3b87z3MnBjoFx0jJ47uQgjh8SRhGGphIzNMkOEA/E9kKuTFc6Xp+t2DRdn+dPDRFEEVEUoasqqgLpmMHxweS2tg0X4qAJwpBrs5WuNYhsP2Sq1OCxsQynhtL4QYiuqliGgtmHpgdCCLEXyNVvi00UG6gKDG7xLK196RIEAcbR41u638APmbtbxLN9ciMpdKN/A1VNgQEtYspXOWGEaHvs+UvRdTh6iujmZaJjp1AGR3f6kBg9PkCz6nDle3d46mOn0eRBQ/RgGRrW8vldd3xKzVZ9naX6Usd756o2w5l4x+uGrmHId0w8AjcIexaLrdg+TS9gSILCQmw7zw+Zq9o9t0+XbU4MpknHJJldCCFAlvZsqSiKGF+oMZC0tnRZjz87gz81gXnsOIr56O2IV9h1l6mbC3huQH4kjWlt3b57GdRCfGBmj9ZKYWgUMjnCt79D5O98oVdVUzlybgi36XHtBxNSL0VsiqKArvaOZMb6GFAVB9v9CsVu9L0UQvSPoigbdtyJ6a0MMSGEEC179Gl2d5qvOtQcn9Fs50zuwwobDZrvvYOWz6MVhrZkn67jMz9RYub2EpquUhjLYGzQwWMrWcutkG/76p5smaooCsqpC+DYhO99b6cPBwArbnL4zBDF2Sq33puWYIq4L0vXODmY6rl9tEs2ihBbwdLVtno9a8UMTYJ4QuwQy9A4N9J7Wfrp4TRan5Z+CyHEXiRXxC10dbZM0tJ7DhIfVOT7NN/6Hqga5olTPGwF2CgCt+lRXqwzfWuRqRsL2HWXbCFJfiSDts3V1ke1ECeCyT2alaLE4ignz8HEOOHt6zt9OACk8wnGThaYvb3EncuzEkwRG9JUhdPDaQa6dBb7yMmCPMyKvrEMjY+cHOxol2poCi+eHpLvnhA7qJCKcbRLd57zIxnSsf5nLQshxF4iNVK2yELVZr7qcGE0syXFF6MwpPnW9wlrNazHHof7FPMK/BDfDfDcgMBv/Z/nBsuv+UArm8KKGeSGUlhxc6sb/2xaTIWCGnHLUxnRQ8w9mCqqDI0S1SpE732PKJZAGTm004dEfiRNGEZM3Vgg8ENOPjEmhUBFT3FT5/nTQ9Qdn/mqjaWrDGVixHRtyzuOCbFWOmbwiQujlBsu5aZHOqaTT1rEpXixEDsqZmg8eSTPmeEMc5UmiqIwkokTM9QNl/0IIcRBJIGULRBGEW9PFElZ+pa0Ao2CgObbPyBYWsQ8cw410T47EPghdsPFaXq4TQ/X8QmDe11wVFVB0zVUTcW0dOIpC93UMEx9x4In643pIWVX47Kj8aQV7JrjehDKiTNErkP4vTdQn/nYrgimFMYyqJrC9M1F7LrD2aePbtuyLbH3rCylkBbGYrslTJ2EqTOW2+kjEUKsZekalq6R65KxKIQQ4h55wtoCl6bKVJseHzyaf+TZtMi2abz1fcJKGfP0WbRsljCIsOsOzbqLXXdXM0w0XcUwdRLLgRJd19B0FWUPVAPTFTiih4z7Gnf9iGPGHmyHrKhw9nGia+8TfvdrKB94GuXE2R2fUc0PpzEsnclr87z9+nVOPnGIgdH0jh+XEEIIIYQQQuwHEkh5ROMLNa7OVjhRSJJ6hPWjURThT01iX74IKHD8DFVPp3lrEWe5TaluaJgxnWQ2hmnpqHs8/T6nRYxEITc8DQ04vBeDKaoK5x4nun2D6P3vE81Noz7xYZRk74Jt2yGVjXPqqUNM31rk6vfukCkkOXp+mHQ+IQEVIYQQQgghhHgEEkh5SH4YcmmqzPW5KmPZOIfzncW5NiPyfdzJKdzbN6FRx42lqWg5gjkHVXUx4yaZQhIrZqDpeztw0s2oFhIAVz2NSqhw2gz2XM0URVFRTpwlyuaJbl0j/MqfoRw+gXL8NOQKOxa4MEydo+eGqRWbzN0t8v43bpHIxBg+kiM/miEmabtCCCGEEEII8cAkkLJJURThBiGVpsdsxebOYg03CDkxmOJwLt7zYTkKQ4Igwnd9fMclqDfw63WiWhWlVkG3q6hEOFqMZmIUEmkSMR3T0tEt/WEb9ewZigKHtZC4EjHlq8w1dUa0iIIWklYjLIU9Uz9FyQ9CJg+zk0Qzk0QTt8CKowyNQHYAJZWBRLL12n2KB2/ZMSkK6YEEqXycWqlJaa7G7UszjF+cwYobpPIJkpkYsYSJGTcwYzq6qaOqimSuCCGEEEIIIUQXSnTA+6T+3u/9HrlcbsP3eIkCXnK4c0PoUykuYugG6US2c3sUYQY2Chv/iiMUIkWB+7xvv1j5xq1/Tg9UHdeMdf3MB69+m5hn9/nItlYs2NzxjmfO0TDvvxSoXC4DkM12+a49AAUF9QFjqE21hKfVN3xPNpvlhRdeeJRDa7OZc7Pf/uAP/gCAv/W3/taOHke/HYR/50H+N271uQm74/zcrP38334//9vgYPz7bNvm3/7bf7tl+3yQc3O//343S34PLfJ7aP8d9OPeKfaXAx9IeVSvvPIKAF/+8pd3+Ej2DvmdPRz5vW2/g/I7Pwj/Tvk3Hlz7+feyn/9tIP++/f7zdwv5PbTI70F+B+LB7L+iG0IIIYQQQgghhBB9IoEUIYQQQgghhBBCiE2SQIoQQgghhBBCCCHEJkkgRQghhBBCCCGEEGKTJJAihBBCCCGEEEIIsUkSSBFCCCGEEEIIIYTYJGl/LIQQQgghhBBCCLFJkpEihBBCCCGEEEIIsUkSSBFCCCGEEEIIIYTYJAmkCCGEEEIIIYQQQmySBFKEEEIIIYQQQgghNkkCKUIIIYQQQgghhBCbJIEUIYQQQgghhBBCiE2SQIoQQgghhBBCCCHEJkkgRQghhBBCCCGEEGKT9nQgJQxD7t69y1/8xV/s9KEIIYQQQgghhBDiANB3+gB6+eIXv0gikeCnfuqnOrZ94Qtf4LXXXkNRFAA+//nPb/fhCSGEEEIIIYQQ4gDalYGUN954g9/93d/l7/ydv9N1+5EjR/ja1762zUclhBBCCCGEEEKIg27XLe25ePEitVqNxx9/vOd7DMPYsp/3rW99a8v2JYTYOnJuCrF7yfkpxO4k56YQQmyPXZWRMjMzw1tvvcXP/uzP8pWvfKXn+77+9a/zG7/xG0RRxKuvvso/+kf/iHg83vW9r7zyyoY/83Of+9yjHLIQ4iHJuSnE7iXnpxC7k5ybQgixO+yajJRGo8Hv//7v8zM/8zP3fe/P/uzP8vrrr/Mnf/InTE9P88/+2T/bhiMUQgghhBBCCCHEQadEURTt9EEA/Lt/9+/467/+ayzLAlpLfPL5PGNjY/zWb/1Wz8/VajVeffVV3njjjYf6uV/60pf4sR/7sYf6rBCif+TcFGL3kvNTiN1Jzk0hhNgeu2Zpz8/93M/xcz/3c6t//9Vf/VWee+45PvOZz2z4uVQqRTKZ7PfhCSGEEEIIIYQQQuyepT0b+cM//EMuX74MwNLSEktLS6vbvvKVr/Dqq6/u1KEJIYQQQgghhBDiANk1GSkb+eIXv8hP/uRPcuHCBd577z1++7d/m+eee46xsTF0XeeXf/mXd/oQD6Qwimi6PjNlm3LTJZ+0GE7HSJgaiqLs9OEJIYTYBxquT7HuMFuxSZg6h/MJ4oaGru2JuSAhDrSG67NUc5ir2iQtnUO5BAlDQ5PzVwixx+3aQMqv//qvr/75tddeW/3zyy+/zMsvv7wThyTWiKKIYt3l69fmCJbL7NxerKOrCh8/N0IuYe7wEQohhNjr6o7H167O0fSC1dcuTZf5yMkCY5m4PIwJsYvVbI+vXZvDXnv+TpV5/tQgw5kYmirnrxBi75IrmHgothfw5s351SDKCj+M+PatBWw36PFJIYQQ4v68IOSdiWJbEGXFd28tYvtynxFit3L9gLfuLrUFUQAiaI0Tu5zXQgixl0ggRTwU2wtx/LDrtrrj4wRygxRCCPHwXD9gpmx33RYBxbq7vQckhNg01w+Zrzpdt4URVJreNh+REEJsrV27tEfsbmHUPYiyuj3cFV21hRAbCMOIhYkSnuszeDiLFZcleWL3uN9txAs2vg8JIXaOnL9CiP1OAiniocQMDUWBqMuNUlMVTF3b/oMSQmxaGIZcevM2lcU6qqYwdWOBxz96kkQ6ttOHJgQAhqaSsnRqjt91+0DS2uYjEkJslqEpxE2NZo+l3lJLTwix18nSHvFQLF3j/Eim67bHD2WJGRJIEWI3u3tljupSneOPjXDmQ0fQdJVrP5gg6hYdFWIHxAyNp47mu24by8aJmXKfEWK3ips6H+xx/h7NJ2ScKITY8ySQIh6KrqmcGkrz7IkCKauV2JSOGTx/apCjA0k0VdofC7Fb2XWX6ZsLDB7OkczG0Q2NsVMFGhWbxenKTh+eEKsKSYuXz40wkGzNXscMjScO5/jQsQEsyXwUYlcbTMX4+Nlh8svZJ3FD46kjeZ44kpPMZSHEnidLe8RDswyNowNJhtIWYQSqosgMgxB7wNTNBTRdozB2L6sskY6RzMaZuj7P4KHsDh6dEPfomkohZfHCqSGCKEJhZWmpBOuF2O0MTWUwHePFM0MEoZy/Qoj9RQIp4pHFDPkaCbEXhI6Nu1hi/s4ShcM5VK09KTE/kmLi6jz1ik0yI7VSxO5hSZBeiD1LsseEEPuRPAELIcQB4E1NUP3rL4PncUyLY37ghzvek84l0HSVhckSyczoDhylEEIIIYQQu5/USBFCiH0urNep/fWX0TJZSgOnMCIP5dL3OgrLKqpCKp9gaUbqpAghhBBCCNGLBFKEEGKfa3z/u6AoaBeepOJbeGMnYW4KluY73pvOx7HrLs26swNHKoQQQgghxO4ngRQhhNjHgnoN9+Z1zFOnqVVcFFXBOnQI4knCm1c63p/MxkGB8nxtB45WCCGEEEKI3U8CKUIIsY85Vy6DpmEcPkql2CCetFA1FWXkEMxNEbntmSeappJIWZQX6jt0xEIIIYQQQuxuEkgRQoh9KooinOvXMEbHCFBoVGziKau1cWAYoohoeqLjc4lMjPJivaOGihBCCCGEEEK69oj7cLyAhutTbLjEdI1swiRuaKiqstOHJoS4D39ulqhRR3/iSeqlJgDxtAmAYppEmRzR3BQcP932uUQmxsJkmWbNIZGWNshi+7l+gO2FLNYcNFVhIGUS0zV0TeZ/hNgpTdenZvtUHY+UpZOOGcRNeZQQQhxMcvUTPTVdn+/cWmCx7q6+pikKL54ZopC0JJgixC7njt9CsWJouTy1mwuYMR1d11a3K9kBoqnbREGAot17fSVrpVpsSCBFbDvbC7g0VWJ8sX152YeO5jmST2LoEkwRYrvVbI83rs3R9ILV12KGxsfODpOOGTt4ZEIIsTNkNCK6CsKQq7OVtiAKQBBFfOP6fNuNVAix+0RRhHf3NvrwMCgKtVKTWNJqf1NuAIIASottL2uaSixpUl1qbOMRC9EyX7U7gigAb90t0nD9HTgiIQ422wt489ZCx9jP9gLevDmP7cl5KYQ4eCSQIrpyvJDbPYpNhlHEkrRGFWJXC8tlwloNfWgYt+nhuwHxpNn+pkQKNJ1oca7j8/GkSW15OZAQ28XxAq7OVnpuv7lQI5TaPUJsK9cPqDS9rtuqto/jh9t8REIIsfMkkCK6CqOIYIPBatOVjBQhdjNv8i6oKtpAgXrFBgWsRHsgRVEUyGSJluY7Ph9LWTRrDoEv57rYPmEU4WyQ8dh0fSmCLMQ288ONzzk/kHNSCHHwSCBFdKVpCglT67l9IGX23CaE2Hnu1CRafgBF06iXm1hxs2tdIyWVheIiUdQ+oxhfXgZUL9vbcrxCAOiaysD6JWhrjGTiaKoMXYTYTqauslFVPEvqFgkhDiC58omu4obOE4fzXbdlYgYpqdIuxK4VhSH+7AzaQIEIaFRtYokewc9UBgIfatW2l62EgaIq1MuyvEdsH0NTeWws2/WhzdRURrPxbT8mIQ66mK5xaijVdduJQhLL6D3xJoQQ+5UEUkRPQ2mLj5wsEF++QSrA0XyCF88MEZNAihC7lr8wD76PXiis1kexEj26KqTSAETF9oKziqIQSxitZUFCbKNUTOfj50bIrOkEMpSyePn8CElL7j1CbDddUzk3muWxsSz6cmajripcGM3w2KEchrQlF0IcQDIiOWCCMMT2Amq2TxBFZGIGlqF1vQmausaRfJJC0sIPI1RFwdJVdLlhCrGr+TMzoOuo6QyN5aLRsXj3jBRF04niCSgXO7ZZCVMyUsS201SVQsripbPD+EHISvWFmu3heAEJSyduaK0aP0KILeUFIY4fUG16KAqkYyYxXSVmaJwbyXCskCQIIzRFwTI0tC5LRoUQ4iCQQMoB4gchM5Um3xtfaut6cG4kzZnhTM/UzLhknwixp3iz02i5PIqq0qjamDEDVdtgsJtIEVWWOl6OJUzK8zXCIESVAKrYZjFDoxlF/ODOIrOVe53iTF3lpTPDZOOGBFOE2EKOF3Brocal6fLqa6oCHzo2wKFsAkNXSciYUAghAFnac6A0XJ/v3FrsaB15dbbKorQzFmJfiMIQf24WLd+qcdSoOr2X9SxTkmmolDoKzsaSJlEEzZpcH8T2C8KQq7OVtiAKgOuHvHFtjuYG3X2EEA+u3HTbgigAYQTfv71E3fV36KiEEGJ3kkDKARFFEeMLtZ7bL0+XcaTNqRB7XlAqgueh5Qbw/QC36WHFNw6kkExBEEC9/RphLS8HalQlkCK2n+0FjC8vTVvPC0IqTXebj0iI/cv1Ay7PVHpuvzFXJbxPG2QhhDhIJJByQIRRRM3pPZvQ9AK5QQqxD/izs6AoaNkszWrrQdPqUR9lVXy5G0O1fSZS01UMS6dRlYKzYvuFER0ZlGs1XAn+C7FVwjCiuUHWSd1t1dYTQgjRIoGUA0JTVQbTVs/tubgpRWSF2Af8+TnUTAZF02jWbDRdRTc3bk2pmCYYJlGl1LHNShg0pHOP2AGaqmDqve9L2ftlWgkhNk3XVPKJ3kH3waQlhWWFEGINeXI+QA7nkqtt69b7wKGstK8TYh/w52bRsq36KM2qgxk32dTQN5EkWpeRAq1sFlnaI3ZC3NB4bCzbdVs6ZpCUopdCbBldUzk/lu16v9BUhWOFJKoUdxZCiFXy5HyAJEyNl8+NtM3ixQ2NF08PkY7JzJ4Qe11oNwlrVbRcjohWkVgrvsmHzXiyY2kPgBU3cG2PQGooiW2mKAqHcwmePJLDWNN1aiQT46Onh4hJIEWILZUydV46O0xiTRZjOmbw8bPDJCw534QQYi25Kh4giqKQTZi8dGYYNwgJowhTU7e0vXHT83G8EC8IiRsapq5i6hsvKxBCbA1/fh4ALZfDbXoEQXj/+ijLlHiCaHaSKAxQ1Hvn7Eqh2kbVIZ1PbP1BiwNvo/uGZWicGkpzKJvAC0M0RcHSVQy5rwix5TRNZSgd4+XzI3h+q4ubqWvEjNb55ngBjh/ieAGWoWLpGpYh56IQ4mDatYGUL37xiyQSCX7qp36qY9tXv/pVSqUSmqbheV7X94jeLKM/N75q0+ObN+eprylqeziX4KkjOZk5FGIb+PNzKKaFEovTXO52YsUeICMlilqde9L3llOsBFKaNQmkiK1Xabp86+ZC233jSL6VhRIzWt9dVVFkNlyIbRQ3dNaXIGq4Pt+5tcBS/V63rHzC5LmTg3J+CiEOpF25tOeNN97gd3/3d4m6VAe/cuUKFy9e5NOf/jQ//uM/TqFQ4LXXXtuBoxRrNVyfN67PtQ2GASZLDa7OVgjCcIeOTIiDw1+YR81mURSFZs3BMHXUzdY+ii8HSart7S9VrdW5pyl1UsQWa7o+X78+33HfmCg2uDpblfuGELuE4wd8b3yxLYgCUGy4fGd8AUeWfgohDqBdF0K+ePEitVqNxx9/vOv2f/kv/yX/1X/1X63+/fnnn+fTn/40n/nMZ7q+/5VXXtnw533uc597+IMVq+qOj+11v5HeWqhzejhD0tqVcTuxQ+Tc3FpRFBHMz2McPwGs1EfZfO0jxTCJdIOoXukoNmjFDZo1CaQcJNtxftbs3veN8fkap4dSct8QYp2duHe6fshCj3vAUt1tLfWR5XZCiANmV41QZmZmeOutt3j11Vd7vuf73/8+IyMjq3+3LItKpcLi4uJ2HKLoYf2M4lphFBGEndlFQoitE1YrRJ6Lls0SRWA3XMzNFppdEU9ArdrxshkzaEggRWyxutv7vhFEEZKQIsTu4AUbn4xeIGM8IcTBs2syUhqNBr//+7/PP/gH/2DD983Pz2NZVttrpmkyPz9PoVDoeP+Xv/zlDff3pS996cEPVnTYqOuPrio92y6Lg0vOza21Wmg2k8VpukRhhPmg3bhicaJapeNlK26wNFshDMLNLxUSe9p2nJ+pDer36KqCpsl9Q4j1duLead7num/qcl8QQhw8uyaQ8tprr/HWW2/xS7/0S0Bric+VK1f4q7/6K37rt35r9X1DQ0M4TvvMqOu6DA0NbevxinYJUyNl6dS6ZKacGU5LVXch+sxfmEdNJFFME7tUA3jgQIoSSxAVF4iiCEW59xBrxg1YznJJpGNbetzi4EpaOklL75rReHYkQ0yWCgixK1i6yqFcnKlSs2PbSCaGJYEUIcQBtGsCKT/3cz/Hz/3cz63+/Vd/9Vd57rnnOmqffPjDH2ZiYoKjR48CrSBKJpPpmo0itk/c1PnomSG+u6YYmarAqaE0J4fSaJKRIkRf+QvzqJkMAM26g2npqA963sUT4PvgOmDdC5isdP5p1iSQIrZO3NB5qct94/RQmhODqQf//goh+sLQNZ46kkcBJtcEUw7l4jx1JL/arlwIIQ6SXRNI2cgf/uEf8vjjj3PhwgV+4Rd+gddee40XX3wRgG9+85v8wi/8wg4f4f7hBSGOF+D4AaqiYGgqqU3OaictgxdPD+H4IX4QYuoqlqGhqzJTIUQ/RWFIsLSIdeYc0Co0+8DLegBi8db/1qttgRTN0FA1Fbv+4HVSbC+g4fpkYga6LAsS6yQtgxdOD+H6IWEYoakKfhjRdH3CMMIytJ6BeNvzcZY/J/cbIforbuo8fbzABw4FeEGIobXOOeM+13Vn+Tx1gxBdVTE1VdolCyH2hT1xJfviF7/IT/7kT3LhwgXOnTvH888/zx/8wR8ArU4Vn/3sZ3f4CPeHpuszWWpwcaq8Whw2YWo8e6JANmFuaoBq6prMTAixzYJSEYIAdbnQrNNwyQ2nHnxHViuQEtWrKAP3lksqioIVM2g+QCDFD0LeurvE3aUGAJqq8PihHKeGUm3LhoSwdA1DVSk2XL55Y57mcicfXVV48kieQ7l4x32l0nT59q0FqnZrWZCqwLmRDKeGZCmpEP1iaOp9AydrNVyfy9Nl7izWWSlHm0uYPHu8QPoBusoJIcRutGsDKb/+67+++ufXXnutbdsnP/nJ7T6cA6HYcHl3otT2WsMN+Pr1eT55YZR0TGb6hNiNgoUFALR0Bsd2WzP01oMPUhVNIzItqNc6tplxHbvmbmo/XhDyxrVZqrbP6aEU6ZjBbMXmnYkiQRhxbjTzwMcm9reG6/PGtTnC6F73Dz+M+MGdJZLmMEMZre29X7s2h+vf6yQSRnB5poJlaJwclGCdEDvNCwJuzFW5vVhve73UcPnmzXleOjNE8iHuU0IIsVvIk7EAoOG0Zg26CcKIqVJjm49ICLFZ/sI8aiqNot8LdpgbdETZUCzeWtqzjhkzaG6iBXIURXx3vJUp8OSRHGO5BKmYwenhNEcHErw/VWJRWimLdSaKjbYgyloXp0u4frD691LdbQuirHVlpoLtBV23CSG2j+2F3FroDMoD1B2fhiPnqRBib5NAigAgjKLVFOluyg1vG49GCPEg1haatRsuuqk9fJviWJyoW0ZKTMf3Avz7PKSOL9SYKducH8mQWjfbeGwgSTqm8/3biz0fmsXBE4YRxUbvbKeq7a8uNwUoN3u/1/YCQvlqCbHjgjBqO2/Xq9oyrhRC7G0SSBEAqIpCaoPiX5n4rl0FJsSBFgUBQamIls0CYNfdhys0u0yx4tCoEa0LdKzsc6OCs7YX8N5kidFMjIGU1blvReH0UJqa43N3qd5lD+IgUlWF3Ab1ElKWjrpmqU5mg/dauoo0+xFi52mqgrbBErvUw2ZNCiHELiGBFAFAwtI536NugaooHM4nt/mIhBCbERSXIAzRMjkilgMpj9IRIRYH3wOvfdZ/JZDS3KBOynuTRRQFTgz2LnSbihkUkhZXZiodwRpxcB0dSPYMgDw2lm0rIJtPWD0LXp4bzRCTYrNC7LiYoXJ8sPvYMWFqJEwJpAgh9jYJpIhVhZTFY2OZtsGspat89MwQcenEI8Su5C/Mg6KgptP4rk/gB5iP0g1htQVy+/IeTVfRDa1nRkq54XJ3qcGxgeR92xwfzieoOz6zFfvhj1PsK3FT56NnhjH1e98dVVF48kiOfNJc916Nj58dJmHeuy8pwOnhNEfySSk0K8QuYGgaZ4fTHMkn2l5PxwxePD1E6hEyJ4UQYjeQcPABUHd8vCAkjCIMTSVuqOhaZ2AkbuqcGkpzOJ/E9gI0VcHUVBKmhtqj9bEXhDhegB9GGJqCpWv3fYgSLb7no6gqWo/fl+8F6DKzKu7DX5hHTWdQNA270ioK/UgZKSstkBs1lHyhbZMZ07Hr3TNSLk6XiRkaI9n4fX9EJm6QsnRuzlcZ3cT7xf6nqQqDKYtPXRjF9kKiKMIyNGK6CopCw/FxgxBDVQiBCPjo6WFQwPNDDF3FMlQMVaXh+rh+iKooWLoq7ZAPiCAIiYIQfYNMB7mvPho/CHH8AC+I0JfHfCvZYXXHwwsiouWxZsLUSFgGTx7Jc2E0gxdEaJqCrirSrWeX8lwf3dAeKBjtuz6K1nssK8R+JoGUfa7SdPn+7aXVQn6GpnBhLMuhbJxElxuZqWuYukZ6EzMFTdfnvckSk8UGEaAocLyQ5LGxLDFDvlr34zQ9NE1DWzfbCq3OJ9Vig2Q29lBtbMXB4c/Po60Umq27aJqK9ggPCoquE+kGNLoVnDVodgmklBouM+UmZ0fSbbUsNjKajXN9rkrT9YlLiregVUMnburE11wSHS9gfLHKtdkqHz4+wMRSg6nSvXvO0XySkUyMt64v8ZGTBWw/5L2JEm7Q6uqTjRs8e6JAJt55nRX7i+e0MvJ6BVI816e61CA3lHr4YtwHWNP1uTRd5s5ivXX+0VqS99ihLE3X5/u3l6g5raYFMUPjqSN5BpIm4ws1rs1WCZaXcg6nYzx9bIDEowT8RV80qg6xhIn1AFmtTtNDMzS0hFxjxcEjd5J9rGZ7vHFtrq0bghdEvDtRYuER24+6fsBbd5eYWA6iAEQRjC/UeX+yjBd0b00pWjzX5/bFGWZuLxJ2+V25tse1H9ylWZU2saK3yPMIK2XUbA5YKTSr88gLG6w4NDqLwRoxvevSnqszrWyU4XRs0z9iMGWhKnB3SVqri+6iKOJusc7FqTInh1KML9SYLLXfc+4s1ZkuNzk1lMbxQ75/e2k1iAJQbnp87eocDad3Vzqx9wVByMztJW5fnMFzu/+3dpseV79/F3eDDoWiOy8IeW+yxO3lIAq0ssLuLNV5d6LITLm5GkSBVuHxO4s1bi/WuTxTWQ2iAMxVbb55Y17alO8yru1x4+0JKov1TdcvWxnLzt5eIpBxvziAJJCyjxUbLo7f/cJ2eaZC7RFazzl+yEy5e32Du0t1HF9ukBtxmh7lhToz40sdg7ooiliaqRJ4Ibfen8Z1pEWg6M5fXIAoutexp+FibEUGkxUj6pKRYsUMAj9se1CpOR6TpSaHc/EHSgfWNZWBpMVEUbr3iO6aXsCV6QoAhaTVs6bORLHBaC7Otblq1+1uELJQk3o8+5nn+MzcWqS8UMdpdt4zPdfn9qVZojDqOYEhenO8gIli96D3VKlJIdUZRD8ykOTabKXrZyq2R6NHwEvsjFqpidPwuH1pZtPBRqfpUV6sM31rEU+C1eIAkkDKPlbsUcsAWnVTHqVfhrPBTEJEa8266M5zfe5cmgHoOqhzbY+7V2cBaFYdyUoRPfkL86BpqMkUYRDi2h7mVrSUjMU6is1CKyMFaKuTcmOuiqEpDGcevNbJYMqi3PQeKagr9q8gjHCDEIVWbYaNhGFEpcsD9IpHzcIUu9dKNkoUtkY1dy51ZqW4TY/yQuua1m0CQ2zMvc/5F4SdI0pVUfC7vL6iusH5KraXa3uMX5wGWkHJzWSleK7PnYv3xrKSlSIOoocecdu2zX/5L/+Ft956i9nZWWzbZmRkhBMnTvAjP/IjHD16dCuPUzyE1AYPVKauPlL6v6FvHIOTgrO9rWSjrJgZX2L0eIFY0mzLRllx6/1pPvDCCamVIjoECwtomQyKqtJcflA0tiCQolhxIrtBFIYoawpNr7RAtusu6XwC1w+5vVDnUD6O1qt37QbySQtVUZgsNTg/mn3k4xb7i6ooaIpCEEX3vaeoikLC1Gi43YP8GekQsm+tZKOsWMlKMZZrpaxko6xYmcA4dn5EaqVskt6j4cAKtcf1X1WgVyxFaqTsHivZKCtuX5ohU0huWCtlJRtlxfStRUaOD0itFHGgPPBVrFar8Zu/+ZssLi7y4osv8tnPfpZCoUA6nWZpaYk7d+7wH/7Df2B6epr/+r/+r/nwhz/cj+MWmzCUjq0OQtc7M5Qmbjz8AMLSNbJxg3KXGYXBlIV1n0DLQbU2G2XF2kGd5/qr2SgrVrJSJJAi1vPn59AGhwBwlrNEjK0YnFrLadp2AxKp1Zc1bbkF8nLdpduLNUIixrKJbnu5L01VyCdMpstNCaSIDjFD5cRgkhvzNWq21/OeU0hZFBsuJwfTvD9V6tiuKjCak+5Q+9H6bJQVdy7NcPbDRzFMvS0bZcXaCQxxf5ahMpA0WeqS6ZxLmF2zS2bKTY4OJLm92Ll809JVkhJI2RXWZqOsWMlKGTyc7bpkd202yoqVrJQj54alg484MB7om/7973+fz33uc/zNv/k3+cIXvsBP//RPc/bsWQYGBjAMg5GRET7ykY/wuc99jv/9f//feffdd/nCF77Qr2MX9xEzVF48M4S57oJ2ZCDBkYEEWpcWyJvft8bzpwZJr5v9zsUNnjlRwNSlvWA367NRVsyML+E5fkc2ygqplSLWC5tNwnqtrT6Kaemb7pqzoZVASs+Csy5RFHFzvspQysJ8hMDpQMqkWHel8KDooKkqZ0cyjGXjXJmt8PihXNd7zrmRDBenSqRjOqeGUm3bDU3hxTNDxKWT3L60PhtlxUpWyvpslBVSK+XBWLrGsycGya7LUMjEDD5yokDS0tqyEhUgbmqcH80wkmmvnxI3ND52dpiEdGvbFdZno6zYqFbK+myUFVIrRRw0m76KXbt2jT/5kz/hN3/zNzHN+0fwDcPg53/+57l27Rq//du/zS/+4i8+0oGKB2doGgMJePn8CE03wAtCUjEdQ1XbUiodL1hd/2pqKhERnh+hKK0lQL2CIknL4GNnRrD9gKbnEzd0YoZG7BFar+5nwfJa/3PP9Fj2pirEU2bP7RLhF2v5C/MAaGs69mzFsh5gNZASNWoojLRtMq1W557Zik3DDTg7knmkHzWQtIAqM+UmJwZT932/OFjips7Tx/K4fogfRjx3chBo1fmKGRqqqmB7Pp+4MIqlqwymY5weSlNzfHRVIWHqxExtawKMYldZqeFw9ukjXbcrtFpkjxzPM3I837ldVQjDCFWGLJuStHRePD2EF4T4QYSuKZiaSszUsQyNT10Ypeb4hFFEOmZgaiqWofHM8QK2F1B3fSxdJW7osqxnl/C9AN3Qeo47Va3zunnfsSytc/NBis8LsVdt+kp28uRJ/sf/8X/c1Hv//M//nE9+8pPEYjHOnj3L2bNnH/oAxaOx/Yh3J4oUay66rhBG8OSRHIauoioK5abLD+4srRbpy8UNHjuU4/J0mWLDZTBl8aFjA6R7rC+PmRoxUyOHpMfej6apJLNxktneKeaWrOMXm+TPz6GYJko8TgQ4DZd04eGW2KynqCqRaXXNSDFjBsW5Kjfnq6QsndQjDogNTSUd05mtSCBFdKrbHjMVm8szZVy/NYAfy8V5/HCO1PJyx2y8/f5jaCopuZbue4qiEEuYxO5Tk6EwJssGt0LD9bkxV+XWQo0gjNBUhROFJKeHMyQtvet55/gBk8UGl6bLAARhyKFcgscP54hLRsqO0w2NTCH5QJ/ZzFhWiINi01cxXe9869e//nU+//nPc/fuXcKwldGwEoW8dOnS1h2leChN1+eNa7Orxffc5aWt37m1yIunh0haOl+7OttWCKzU9Pj2rQWePzXIN6/Ps1Bz+NrVWT5xYVTSMIXYRfz5OdRsDkVR8FyfIAhXi8FuCSvWI5CiYwchCxWbM8PpLZl1yicspkoNwiiSzAGxKggCZqs270wUV1+LaLVbrTs+z58aJCm1o4ToO8cLuDxdbqt3EoQRN+ZruH7IE0fyHdnIURQxudTg7TXnL8DdYqN1/p4ekgxmIcSe9khPxv/T//Q/8bnPfY4f+qEfwrKs1df/1b/6V4RhiHqfKt+iv8pNr2cHg/lqk6lS1LWaehBGTJeajGTjzJSbOH7IfNXmeEFmi4XYDaIowl+Yxzx+EgC73soo25JCsyusGFGzS40Uy6CZMNGUVkHrrZBPmtxZqrNUdxhMbc0+xd7X8EIuL89kr7dyf5NAihD95/gBd7rUxIBWYOTcaLYjKNL0gtVMlPWWGi5Nz5dAihBiT3ukSEc+n+dHf/RH24IoAD/zMz8jQZRdYKFm99xmaBpLdafn9lLDbSvqN1vuvS8hxPYKyyXwPLRcDmgt61GXO+psmR4ZKYal0UwY5Ez9oVoed5OydHRVYb4i1xlxTxBGOH7vYqClRmcHESHE1nODkB5djIFWoGU9P4hW6+91U+lS4FQIIfaSR4p2vPDCCxSLxY7Xr127huvKAGenJc3eM3V+GG44ExAzNNw1A9jUVhWxFEI8Mn9uDlhTaLbpYlg6W7koRrHi4DSJgvYBctkPCTWV9Bb+MEVRyCVMZqsSSBH3aKrCRrG6uCmz2UJsB/0+QfNu2zWVDe9Jcv4KIfa6R3o6/jt/5+/wj//xP+app55qe/2NN97gi1/84iMdmHh0QxkLRYGoyzSCpWucG8kyX53r+tmjA0l+cOdeS8Gj+QcrRiWE6B9/fhY1nUFZrl3l1F1Ma4sHpSstkJsNSKVXX56uO+hBiOJsbbviXMLkxlwVLwgxpEOVAExN4Ug+yZ2lzswoXVU6iswKIfrD1DWycYNyszOLJB0zMPXOa7alaxzOJ5goNjr3p6mrxaKFEGKveqTR6q/8yq8wPT2NbbfPItZqNWl7tQvEDZ2Pnh5CW/ffYjQT5+hAgmzc4EKXavbnRzMs1R28IEJV4CMnCzJzIMQu4s3Ori7rCSNwmi7GVg9KVwMp9x5ivSBkoemRjMBz/C39cbmESQQsSFaKWGYZOhfGMgwk13flUXjx9BAJQwJuQmyHhKnzkRODJNc1HUiYGs+dLHStVaRrKo8fzpFPdHbV+uiZIRlXCiH2vEfKSBkfH+cv//IvO2qkPPXUU7iuSywmRQMfluMFeGGIgoKpqxvO0EZRRNMLCJfb0ZmaihOEhGFE2jL44Q+MUW66uH5ILmESMzUsvXUDOzOU5mg+QXF5rXkuYUIESw2H508Nko2bxHQVTWaIAQj8AE2Xm7/YOaFtE1bKmMdPAODaLlHU6qazpczWdT1q1lfTs2cbLhGQ0VWcSu8aSw8jZmjEDJX5qsNYbmvaOIvdx/YC/DBERcE0VPQN6qk1XJ8gjHjmeAHXDyk1XGKmRjpmkDBUNE2uxQeJ7wVbWwdK9OT4AX4QAgqmpmDoGum4wUtnh2i4ATXbI2npJE2d5Abd4hKmzgunB2m6AZWm1zp/LYO4qcmEq+hKxtliL3mkkfdTTz3VEUQBeO6557q+Lu4vCEPKDY+37y5RanoowFguzhOHc10j/rYXcGexxrXZKm4QYuoqZ4bTGJrK23eLxE2NJw7lGM7EMLtcmAxdxdBVUutuhOm4pFyuF4YhzZpLPGXKRV7sGH9+FgAtlwfAafShYw+gqCqRabUVnJ2pO2RMDSuCmusThSHKFhYWz8ZN5iQjZV/ygpBi3eGdiSJV20dVWktIL4xlSayb5faCkErT5d2J0mqQfywb44nD+Y57lTg4nIZLGDMwt/haJ+4Jo4hKszUGXaq3zr2RdIwnj+bRVYXJYpNbC1UURSEKI44Ppjg2kCSxwX+TmKETM3TySXkuEBuLoohm3SWWMNANOc/F7vdII+Bf+qVf4s/+7M86Xv+zP/szKTb7kKq2z+tXZyktr0ONgKlSk9evztFw21PpvSDkykyZ96fKq5XRXT/k4lSZqu1xdCBJ0w34zvgi0+UmUbdiKWLTXNvn4rdu4dpbu6RBiAfhz86iWDGUeBxoPVxohtafrDErtrq0p+EFVNyAgZiBsZyS7W5xnZRs3KRqezje1u5X7LxSw+Xr1+epLl8/wwhuL9b5xvV5mm77f++64/PGtbnVIArAdNnm9auz1Gzp9HEQubbH1e/fpVnd2kw40a7u+Hz1yuxqEAVgtmrz+pVZmm7A+1MlGm5A3fFpLLc3vjpbxvFkXCQenWt7XPrWOE6XWjxC7EYPPfJ+8803+Yf/8B/ya7/2a3zqU5/ilVde4ZVXXuFTn/oU//Sf/lPJSHkIXhBycarUtcWc7QUdtQMcP+DWfK3rvsYXahzOxVf//v5kiaY8nDy0MAxZmCwT+CET1+cJurT6E2I7eLMzaPn8alq03ehDodkVVoxoOSNltuGiKpC1dLTlDAJ3ix9qs4lWtsFCTR6W9hPHC3h3orPDH0DV9qjabtt7r8yUCbvcCB0/ZKbc7Ndhil2sXrGx6y7j70/jbnF9JtHihyHXZiuEXSbd3CBkutykkOoc248v1DdscyzEZkRRRGmuhu8F3Lk8iy/BObEHPHTe1PPPP89/89/8N9y6dYvPfOYzq69HUcQf/uEf4jiOBFMekB+ELG7wADFdbnJ0ILn6AOV6YdegC7Rm+9YORB0/XF7vKh6Ga/tMXp8HYGGixJEzQ8RTsrxHbK/I9wkWF7DOX1h9zWl4xBJ96l5ixmCp1dlrruGQNXVURUHRVRRl6wvOWrpG3NCYr9oczkudlP3CD6Ou3T5WzFdthjOtwL93n/vgXNXmeCGJIcsrDwzX9hh/fxqARtWmWXNkeU8f+H7I/AZLKxfrDtm40XF+RoDthaSlLKJ4BK7tcedya+lyaa6G0/RkeY/Y9R7pG/rjP/7jHa9FUcTf//t/H9OUtoQPSlHA1FV8t3u2Q9xoL86lqRsX6lq/Wb3P+0V3K9ko4ZpA1MT1eU49MSa1UsS28ufnIAzR8gUAwjDCtT3SA/0JOihWjMhuUnM86l7IcLZ1XVcUBd3QtzwjBSATNzYczIu9R1Fa7Yr9bmkmtGoo3HuvgqlrOH73wL+la3IvO2BWslFWjL83zWMvnJBgyhZTVAVL12j0GINauooXdD+HdTknxSNYm42y4s7lWc4+fUSCKWJXe6RF9f/b//a/8a//9b9ue+3f//t/z9WrV6Ua90OwdI2zI5me248XUm1/Nw2VZI+BRDpmUF9TU2U0G1vt1CMezNpslBULEyWplSK2nTczjWIYqKnWtWCl0GzfHiiWswrnqg1UBTJrioLqptaXcyAbN6k5vtRJ2UcsXePkYKrrNgUYydybyk5aOqeHur8X4ORgCm0LCxyL3W1tNsqKlawUsbXuNwY9mk8yU250vJ60dExdzknx8NZmo6xYyUoRYjd7pCvff/pP/4kXX3yx7bWf+Zmf4Td/8zcfZbcHlqIoHMolGMvGO7Z98Gi+o7NB3NB5/tRgxw3M0lWePJzj2mwVgJSl89SRgQ1bKIvuumWjrJBaKWK7+dNTaAOF1UC102zN0m51x55VVutatND0V5f1rNANrS8ZKVInZf/RVIXTw2kGku2Zqgrw3KlBYuta2o5k4hzqch98bCxLwpQJgYNkfTbKivH3pFZKPxRSFscLyY7XL4xlScfa7wHQyqJ+7uRg166SQmxGt2yUFVIrRex2jzT6/pEf+RE+8IEPtL2mqirT09M9PrG1wjBkcnKS999/n1dffXVbfma/xQyNp48NcMELmK/YaJrCcDqGZWhdAyHZuMknL4xSbrhUbI9M3CAXN/CCiJfODKEApqbiRRE120NVFSxdbaVNR8vtj+8TYHH8gCCMUADL0DpupPtZ4IUoChw5O9S5cbn9nxDbIfI8/IV5rHP36qPYDRfd7ONSB8uiacSpRQon1gVrDFOjvtwNbCszEC1dI2ZoLNSkTsp+Ejd1nj81RMPxWajZWLpGIW0R19s7Tnl+QEjEBw7neOxQltmKjarAUDrWWs6qQNP1iWgtX41J2ve+5Tk+nuN3v/+KvogZGo8fznF6OM3c8rk3nIkTWx6DfvLCSNvyHkNTiJutIIrrB7jLS/J0Te0IkD4o1w/wl8eepq7ddzm72Js8NyAMwp7nuTQcFbvZI41AGo0G9XqdZPJe9PrP/uzPHrrN7uLiIr/+67/O1NQUCwsLfO5zn+OVV17peN8XvvAFXnvttdXB++c///mH+wfsUpahYRkauU0WkEyYOglTZwxoOD63F+vcnK/i+CGZuMEHxnK4QcDFqTIfOVHg8nSdu0t1wqiVUv3E4RypmNERIPGDkHLT5d2JEsWGi6EpnB7OcKKQJG4ejMGrYekcPiODOLHzvNmZVn2UQmH1NafhYvTxXFRUjcX8GEoUtS3rgVZGShhGBF6AvsXHkI0bLEib030nZrSCZANdOn8A1GyPq7MV7i41CKOI4XSMxw/nCKOQ744vcmwgSQTcmKvS9AKSls4HxrIMZ2KYsnR13zEsneGj+Z0+jAPH0jUsXSMbbx+D1h2PharD5ZkyDTcgYWqcG80ykm41N7g8U2ay2FgdWz5+KNfKYnnApXhBEFKxPd6dKLFYd9BVhRODKc4Mpw/M2PMgMS2dsVODO30YQjyUR7oi/eiP/ih/42/8DV599VUymQyXLl3iK1/5Cl/4whcean/f+MY3+PznP08sFuONN97g//1//9+ugZQjR47wta997VEOfV9quD7vThSZWtMestL0+NbNeZ45XuC5EwW+e3uxrZDYbMVmoTbLJy+Mko61p2YWGy5vXJtb/bsXRFyeLrNQtfnIyc50bCFE//jTUyhWDDV5r36E03BJZPrbKmExM0QqsNHU9rXz+vISC9f2tzyQkokbzFZsXD+QB+QDouZ4fOP6fFttr7mqzeKVWV4+P8JA0qTu+tycr61urzs+3xlf5InDOU4NSe0UIfrFcX3uLNa5PFNZfa3hBrx1Z4mXz43wnVsLNL3OseUnzo+QiT9Y84mK7fHVK7OrXSn9MOL6XJX5qs2Lp4ckmCKE2DUeadTxyiuv8H/8H/8HtVqNt99+m5GREf7oj/6IH/7hH36o/f3ET/wEsVjroUDXdf7JP/knXd9nGLIWsxvXD9uCKGu9P1XC0NWu1diDMOLKTBk/vFcHxPYC3r5b7LqvhZpDw5U1i0JsJ29qAq1wrz5KEIR4btC/+iiAH0E5niHTrHVsWw2kOH2ok7I88N6oDa7YXxaqTlsQZUUQRVydKXO8kOLWfOf3EODSdBnb697lRwjx6Nww4upy3b21snGDhZrdFkRZEYQR12YruA9QS871A96dKNEtr73c9Kj2oS6XEEI8rE2PwC9fvszi4iIvvfRS2+vPPvsszz77bM/PhWHIH//xH/M3/+bf3NTPmZ2d5T/8h//AX/3VX/HCCy/w3//3/31HWuDXv/51fuM3foMoinj11Vf5R//oHxGPdxamA7pmtKz1uc99blPHtReUGp0F2VbYXtCz9SS0Zg88P0Q3W79rPwg3vGEtVB0Gkt3Ts4XYjIN0bj6qsNEgKBaJHTm2+tpKNft+BlKWAoVIUcjUF4FTbdtUVUXT1b507rF0FUtXWag5jOWkTspO2M7zMwhCZnpMAkDrfnNyKOr6cAWtBzbXD3p2sRNiP9mJe6fjB4Rdlu3nE+aGyzDnqg5uEG46s9APIxbrvfc3U24ynOk+3hdCiO226YyUCxcu8Oabb/LFL35x0zufn5/nf/6f/+cNAy3rJZNJfvmXf5nf/d3f5atf/Sr/3//3/3W852d/9md5/fXX+ZM/+ROmp6f5Z//sn216//uZeZ+isRsViTU1ta1gpKIobFTWy5JWd0JsG29qAgBt8N46YqfR5449wFKgEgs9zEa9a+2rfrVAVhSFzPJMp9j/FIUNi57rmnrfIucHqQi6ENut1/nlh9GG566hqWw8mmynAPoGRWUtWeophNhFHmgE/t/+t/8tf/RHf8Tf+3t/j5/+6Z/m4x//eNdMkFu3bvHHf/zHNBoNfuVXfoV8fvPFwlKp1Or/vvrqq7zzzjt85jOfaXvP008/DcDAwAC/8Ru/wauvvsr/8r/8L1339+Uvf3nDn/elL31p08e222XiBpqqEHTJPBlKWxveyk4Pp9tqnli6ypGBBHeXGh3vVYDBtGSjiEdzkM7NR+VO3EXNZlHNe+ed3fAwzM52lFslimAxVMhEPkQheC6Y7ee9YWh9WdoDreU9N+aqeEEordt3wHaen6qqcmIwyZ2letftJwZT+EFIzNCwuywhSFk6liHfEXEw7MS909RUkqbesfxuttLk6WMFJkudY0WAU0OpB8oUM3WNE4Mprs91LiMCOCQZikKIXeSBpzI//elP88orr/Dnf/7n/Mqv/AqO4xCLxUilUlSrVRRF4fz58/zET/wEp0+ffqSDs22bQ4cObfieVCrV1jXoILN0jY+cKPDmrYW2dmFxQ+PJw3lmyzanhlJtxfoAhtMWY7n2gJiuqXxgLEex7lJz2m+cz54oyKyAENskCkP8yUmMY8faXncbbl+zURoRuJFCWl2+mDh2RyBFMzTsDZZkPIpM3CACluoOI5LKve8lTJ1zI+mOOgyFlMVINsZ3bi3wwaN5vju+2DZZYGgKz50alDbIQvRRKmbwkZMFvn59rq39cRS1Apmnh1LcWDe2HErHGH3Aa7emKpwZTjNftSk324P0HzyalyYHQohd5aFGHqlUis9+9rN89rOfBVptkG3bZmBg4KEPxHVdSqUSw8PDAFSrVd555x3+r//r/+IP//APefzxx7lw4QJLS0sAqz/rK1/5Cq+++upD/9zdyg9CvKBVPM8ytI5Z56brE4QRigJJq1V819BVBtMWr1wYY7rSpO54DKZi5BMmrh+QSxqMGjFODaVpLs8qWLqKZWhtg1DHC/CCEAV46ewwlabHXKVJzNQ4lE0QMzT0Ps4QB0GItmb/YRCiyoy0OKD8uVkiz0UfHG573W66JLP9CzAUAxWFiNRy0DRybJR0tu09hqnje2FfztG4oWFoKgtVCaQcBHFT59RQmsP5JBPFOkEQMZZLEDdVCOG5k4MoRHzi/AiLNYdK0yOXNCkkLVSVtswlLwjxl++fMUNrW7Yqtle3a8P6e7zYGzIxnU9cGMV2W/VSVEUhZmrEdZWzIxmODiSZKLZalx/KJUiYOonlYH+3MWsvcVPnxTNDVJseM+Umlq5xKNcaexqyrHxP6TU2iKKIMIzkOiD2vC2ZwkkkEiQSj5ZuNz09zX/33/13fPzjH+epp55ifHyc3/qt3yKbzfLFL36Rn/zJn+TChQu89957/PZv/zbPPfccY2Nj6LrOL//yL2/FP2NXiKKImuNzZabMdKmJpiqcHEpzopAkbuo4nk/F9rk0VabUdEmYGmeHMwylYyQsHc+PWKjZuF5A3NBIGDpT5QY352t4fshg2uLcSIabc1UW6g5j2QTnRzNEerT6sy9Pl5mt2OiayvGBJCcGk4xmHz5Itl7YaBA6NqoVQ+3yvfFsn0BTMJfbMbuOj6arGNLyThxA3t07KJaFmr0XxPD9AN8NMM3+zc4tBQpJBTRdI1K1VkbKOmtbIMeSD9bi8n4URVntCCEOhripEzdbD2yOH3F1tkzcUCmkYlyaLlOsu1iGxmOjGU4Np7g8VUZVFMoNl4rj8cThHETK8j2sia6pnBpKcWwgKS1T11m5DwM978WPynN8Aj/suDasv8eLvcH2Qiq2x5XpMlXHJ2XpnB/NoCRMFEVhptRAUxR0FWbLTU4MpnC8gKrjtcasDZeYoXF6OM1oJr4aZOkmbujEDV0Ky7I952o/hGGI5/qYloGyru6Na3tEEWiJrR03CLHdds3I4vjx4/zBH/xB122vvfba6p9ffvllXn755e06rG1Xd3y+cnlmtcOOH0Zcni4zVWrw0ukhFuoO37m1uPr+qu3z/TtLnBxMcXYkzZWZCrcXW+vMnzyS5+J0iYU1LURnyjZzFZvnTg2x1HC5s1RnutzgE+dHCaOIr1yZXU2b9sOAK7MVZipNnj81eN9ZhM0KHZvKH71G5tOf6bgh+F7A+KVpRo8NYMYMXMfnynduc+ZDRySQIg6cKIpwb4+jDw23zao7jeWOPX16EAkjKIUKQ9pyS1nT7BpIMZbTrD3H2/JACrSW94wv1AjCEE2VmauDou4EfPXqDPmEyWg2w+tX51a3+Y7Pd28vcTgX5+hAkm/dXODxwzlUx6PpBLx5c4EguncPuzjVmpR44bQs/1lr5T4MdL0XbwW74XL74gznP3Js9f7tez633p/m0KmCBFL2ENsLmC43eXeytPpauenx7VuLfOBQlkPZOJfXLcuzvYDD+QTfurmw+lrN8Xn7bpGlAYfHD+UkwLkJ23Gu9oNr+7z39Zs88dIpYmsCJlEUUZqrYTdcjpwblqwUsafJt3cX8YOQyzPlrm2KK00PNwh5d6LU9bO3Fmr4YbQaRDE0hZihtgVRVoQRXJutcHywVdjXCyIWag6XpstdC9WWm17HWtUHFTYa+MUl/OISYaPR8zXX9ijOVLn1/jSu7dGsOjSqDncuz+K5W98dRIjdLCgVCWtV9OGRttdXWh/rfRqE1kKFAIXUSn0Uw+gaSFF1FVVV+tK5B1qBlDCCYr13a3exv3h+wLW5Cl4QcW40y7sTxa7vmyw1W8tMVbgyXebMcIYb89XVIMpaxYZL5RHvYftBt3vu2tfXvvaoPMdn/P1pqsUGzprz12n6lObu3ePF3uAFIReny123XZ6uQJd2BieH0j3HrHeXGrh+uIVHuL/c71zd6vN1q4VhyMJkCc/xWZopE615tnBtjzuXZ5m+tYjnyLhe7G0SCt5FvCBkZoPCjX4Qde1YAK16AmsfNjJxk8UuQZQVizWH00Pp1b9rqsJspXcK/WSx8UjV0tdG1FfU/vNf3DveT3+G0LC4c2UWALvuUq/YzNxqzWSU5mu4TU+yUsSB4t0eB11HKxTaXncaLqals0GXyEdSChVUIhIr+9dNsDuvTYqioJt63x6IkqaOrios1BwG07G+/Ayxuzh+uHov0lSF6gZBuoWaQyEVW33/3Ib3sOaBXybQ7T4M9+7FWznbbTdcaqXWNWN8OStFUeDO5dY9vll1aNYcyUrZI1w/6DrRBhBGEbbfOTZVoKPLz1pLdYesLO3o6n7nKuzu7BTX9pm8Pg/AxNV5BkazxBLmajaKv/wsM3t7SbJSxJ7W129uqVTq5+73H4UN09fVDZ6awihCX7M9iiL0jfalQETU9n5tg/3r/XpiW2MlG2XF+PvT5Efv1YWQrBRx0Di3braW9ajttVCcpofex449pUAhoUT3AjXLS3uiLrP9uqHh9mlWSVEUMnGDharUSTkoFIXVe9H9bjuGpq4WlVUUZcN7mKFJwdntspKNsmIlK8WxW9koKyQrZe+4X8Hm9Q0RWp/ZeJ/9bFogds5KNkq43N0p8MPVrJSVbJQVkpUi9roHuor90R/90eqf/+Iv/mKDd7b8wi/8ArOzs/d9n2ixdI0Ty8ttutFUhVy8++yNH0ZkE+bqwLNYdymkrK7vBTicT7Rlv2iKwvGB3m2kjxUercW0asXIfPozZD79GVI/0uqylPqRV1dfi6zEajbKCrvuoqoK1vK/eSUrRYiDICgVCcsl9NGxjm12H1sfRxGUwzXLegAME8IA/M4Bj25qfVvaA8vZdXWXsMdsqNhf4oa2ei+qOz5DPTKRFCCfaH03EqaG6wcc2eAettG2g6LbfRju3YtVa2uyvtZmo6wYvzhDvdweEF3JShG7n6mpxHu0HrZ0FbNLNx3bCygku49DVQVyko3S0/3O1a08X7fa2myUFRNX53Fsry0bBSAKI2ZvLxEEssxL7E2bDqT83//3/80//af/FIB//+//Pf/23/7b+36mVqvxi7/4iw9/jmglWQABAABJREFUdAeMqiicKCTJdgmWnB5KYWoqTx8fWG3xuEIBnjk+gKkpPH2s1V0nAqZLDc6NZjr2lTA1juaTTBZb6yvzCZOBlMXJoRSZLmm2pwZTJB5xSY2aSKDnB9DzA6upiGtf8wLaslFWTF6f59CZodW/S1aKOCicWzdB19EHB9te9/2AwAsw+xRIaUTgo5Bce5kxlge8bpfOPYaK53hta6C3UjZuEEYRxYbUSTkIVFXlyECCXMLkvckiTx7OYXV5SPvg0TwzlVZnuyeP5Hl/ssThXJx0rPO8OD+aIdHHDld7Rbf78NrXt2KZwPpslBXVYgNNU9DXPYxLVsrekIoZPHuigLYuzURV4NkTgzhu5/X57lKNDx7Ldw2yPH1sgJhkpPR0v3N1q87XrbY+G2VF4IcsTpdZmq10fEayUsRetumR+M///M/zp3/6pwB89rOf5c///M/v+5n5+Xmefvrphz+6Ayhu6rx4eohS0+XuYgNdUzgxmCJp6liGhqEp/ND5EWbKTZbqDklL5+hAkoSuYRgaI5k4rzw2StX2iYhImDqHsnHuLNWxvYBDuQTZ5U4YY7kExwaSZBMG8eVuBi+cHqTYcJksNjBUleODyeWWlP1bRuB7AeXFOvmRdNftqWyc4aM5PLcVxV5/gb6fwAvQesykCLEbRVGEe/MG+vBI57Ke5Y49/QqklEMFiEgo6zJSAGwbku3nqWHqRBGtNod9qHeQsnQ0VWGhZm+YZSf2j6Rl8NzJAk0vwPYCPn52mHLTY7LUIG5oHBtIUvd8vCDkh86NYHs+Hzw2QNLSeenMMMWGy92lOpaucXwwSdLUMXW5B2yHIAgxLL3r/bxZczjx+BiLa4qWpgcSBBsUHQ3DEEVR7ru0RPRfOq7zqcdGqdguYQQqCumYjqmqoBq8fG6E24utxgfHC0myMYOYqfND50aYrdgs1GwSpr7cjlzDWD4nHT8gjCJMTZXubLtYGIao9/nv47sBjarT9fxvVByOnBvuei7Xy00MS0fTVAI/QJPrtdgjNj0SVxSFWCyG67qYptlxIvzpn/4pjz32GKdOnQJgaWmJarXKT/3UT23tER8AK4GL0Uy84/esqirpmEo6ZvS8qDXcgOtzFZpuQD5pcnYkQ8rSiaKIatMlnzBb7SK7DE6SlkHSMjiUjd/3gvmwVlIWV9ISNV1l5FiekWP51hsiVmsxRL5PqCgcPVNAUxUU68FSQZ2G2+pVL4EUsYcEiwuE1QrWufMd25yGi6L0r2NPOVCJK9BWUkLTQVWJXLujN4O+PNPv2v0JpCiKQiZmsFB1OD+65bsXu5bCTLnJZLGBpiqcHEzz1JH8alA/4Wvoqsr3bi/iBiHD6RhnRzIkLZ1DuQRj2c77p7hn5T688mdodQQJl7tzqVbsoWa8zZjOuWeOtr+45p6OAoVD9zJlfTdA2aC2jWv7KMq9Jb5i56ioOL7Hrfk6VdsjFdO5MJYlZuoYmoplaAwkW2O0tedeKmaQihmcHEy2jSttz2euYnN9roobhIwsn8MJS+9ac+WgUgyD9I9/evXPO8H3A0I/xIxt/FygmzpnPnS467YojECh8/qwbOU7E/ghYRhJcwmxJzzwt/R/+B/+ByYnJ7l27Rp/+2//bcIw5MKFC7z99ts4jsOv/dqv8eKLL/KDH/yAQ4cO8WM/9mP9OO4D4b7FvdYFOrwg5Ppchauz95bINEtNpktNnj1Z4OZ8jZrjc32+xifOj5CJ9w5K9CuIAq3UxLUDtI1mm9ymzZW3pjlxOks8rqHFH2xNqN1wmb61yKmnDmFaMhATe4Nz4xqKZaENFDq3NT0MS79vIb+HVQ4Vkkp71peiKESG2bUFsr48c+Q5HtCfriiZuMFEsUEYRTLAPgDqjs9Xr8zgrMlUeGeiyJ2lOi+cGkRVFd65W2KieK/95+3FOhNLDX7o/AjZROdkj2i3/j4M7Z1CHrYjyIOMHeyGy6U3x7nw7LGuD01hEDI/USKWMBk8nJX/pjsoDCNmKk2+O764+lrTC5ivzvHhYwMcGUi2Jrs2+G+09rvheAFv3ykytaZW3/hinbvFxn3HpwdN5HlU/6RVo3Il+LndPNvn6vfu8NjzJzacMGk1xejxHdjEpcFuuFz+9m3OPXNUAiliT3jgp+XPf/7z/M7v/A4XLlzgd37nd9A0jV/7tV8jmUzyxS9+kf/4H/8jf/qnf8qXv/xlfvEXf7GvD+SineMFbUGUFRFwaarMqeV2x0EY8e5ECa9Lu7rdxnZCamWbyYkaofbg2Si3L81QnK3i9bEYphBbKQpD3Js30UcPoXS5ftoNt28DDDeCZqSQVLssn+vVAllt1T1wm/07x7JxkyCMKEudlH0vCCNuzlXbgigrSg2XYsPF8YK2IMrqZ6OIdyaKuHvg3iZadVPsusvM7SU8r/O/mev4TN2Y5/almb4WtBb3Z3sBb99d6rrtnYkiTpf/fhtpuH5bEGVFEEa8N1nCk+Kju4bvB0zdmKexDcWh6+UmzZrTqpsi9RDFHrCpKMfly5f5F//iX6wu77EsC0VRME0TVVXRtNaMZC6X45//83/Ol7/8Zaanp/npn/7pvh68aFfa4CGj5vjE1ixvmavaeA9Ya2Q7hY0GbrXO7ctzABTn6ngB+MUl/OISYaNzEL2e3XBXuwTcvTqH60hBO7H7eRN3iRwb41BnemxEq0ZKvzr2VMPWTFKiWyDFNLsWmwUwzP61QAZIxXRUBealw8e+5/oBE6Xe1/fbi3WqGzxUL9ScXX1v243CRqPjvrry2mbvtw/KbrirbVBn7xTx1xWcXclGCYMIz/GpLNa7tl8X28Pxg57nlR9G2A8YvJwqdQZRVsxWbLwN6uYcBL3Ov36fl914ts/c3RLQ3+LQa68J83eLUoBW7AmbGo3/zu/8Dj/5kz/Jd7/73fu+1/f91cDK3bt3OXq0+1o4sfXUDdYZA21LAZTV/7c7ha5Ds+a1tVC8e22ew8oC3vtv3zfteCUbZcVKVoos7xG7nXP9Gmo6g5bp7LjlewGBH2B06UyyFSqBgk5E19wvw4RquduW5RbI/csWUVfrpNicG+n8vYj9Q1FanUB6Ue+zfYPEctHD2iU9K2r/+S9W//ywy3w2Ui02cJutB7IojJi5vcSR8yMYyxM+K9koK25fmiFTSEqtlB1yv2VVygOedRuNV2UFV/dzEvp/Xq63ko2yYqVleT/qodXLTex6axwRRa1uPscujMgSH7Grberb+Xf/7t/l3Llz/PZv/za/93u/RxRFzM3N8Xu/93vMzs7y+uuvoygKN27c4I//+I/51V/9VZrNJv/r//q/8lu/9Vv9/jeIZdm4QavfRqdcwqS6Jop8OJ/A3MWt50Ijzp3x9jTS4lydox97nMyZ06vF8XpZm42y4u7VOamVIna10G7iTdzpWmQWwF3OOuvXd7gcKiTUqPtA1jDB94gCH0Vrv3Xohk69bBNFUd/qGGQTJpNSJ2Xfs3SNE4UUF6e7B+1ODqaIb1A8fCwXx+jSblX0tlJ4Nmw0Vh/UUj/y6upD2v3utw9q7czzitk7RUaPD2AYWls2yoqVrBSplbIzLF3F0tWuS+5MTcUyHuycO5SLc7nHOX4kn+jaMvkgWVsMervOy27WZqOsuPX+NB+4T62UB9XtmjB/t8jYyYIEUsSutqkr1blz51b/PDo6Sjze6uiSSCT4pV/6JarVVl2OUqnEr/zKr1AoFDhy5Agf/OAH+c53vtOfIxcdLF3jQ8cGOl7XVYXHxrLcnK8tv0/lsUNZ9F0cSHGcoC0bZcXd6/OQyj5QNsoKqZUidjv3xg2IIvSxQ123200P5f/P3ptHx3aedbrPt4eaS7N0jnTm0cdzPMV2JicesEnbObFJmkuABYQsQi73hvRKExbQdyWMHXAI3TTNJXBZ0KEJoQkmDiGNyYSJExOSOImnM5+jeSxJpZprT9/9o7RLVaoqqaSj0nS+Z63E0p5Lp779vfvdv/f3ClHulLORSFkq7YmIBvL5yhbIyzACOp4nV2xjerW0h00c5ZOy6xFCcKA7SryO6mqgI0xbOEDQ1Dm1t1aZFDQ0bhzowNzGc9t2RItEMDq7quZVf9ny5RtBpRrFx1el2LZbo0bxUV4pW0fI1LnrSE9Nkl0Adx7pXjG5WY+wqXOiTovckKlzqn97x6ebQaPx18pxuZzlahSffAu8UirVKD6+KkV5pSi2M2tO8913330AfPrTn+axxx4rL//0pz/NsWPHqrb9iZ/4CX7/93+fu+666yovc3diOy6ehICh1bxhkVJiOR6aANPQcV2PouOia6UWc/UwdI19HRE6IgEuTafJWQ69sSADnRGGEhniIYOTe9ro7wgT2cYZXttymJ1IEe+snSQcy8VzPaj4Gyx/C+66pbbQ9fafn05jhAyCi2/01/oGvZVv3BXXNlJKihfPYfTtQQsE625TzFmYIaMlpQsFCQ6CSKOD+4kUqwDR2LJVi3L8vI3RolbjsZCJJkoeGJ3R+n8fxc7FdkstLw1dQwPuOdrLXLbI8Fyp/fHR3hjtYZOQqeN4Hod6ogx0RrgwtUDB9tjbHqa/PUK0Rf5BiloazYcrzZOFnEVyOl13fs6li3iOSzZVoGegnXzGIhA2kZ4s+yUUcxaBkKHm4U1GCEFXNMAD1/czmEiTzNm0hU2O9MaJmvqa/z0Chs6Jvjb628NcWmx/PNAeYe82j093EuuJVyv3cW2PQtaqO1YT4wuE48FV1bGu65btHhpRyFnMN7gnFLJWKeZXKLYpa7pblQeX6zIwUP3G9MMf/jAdHR1Vy0KhEJEWZ0x3IgXLIZEtcmk6jedJ9nVF2N8ZLU8euaLD6HyW0fkchqZxtDdGwNB4ZTyJqWsc643THg4QqRMwSiSO6xEL6kSDOsZiO7rr+9uRQpR/30y8XA5vsW2qFgytmkXXdI39J/uAUts36ZQCKGEYIARCE9ipFLphIEJhXNerengzAgYn76zvzeO5ElkhF7byNkITBEJmU9fpOh6arq3qR6NQrBV3dhZ3fp7w7Xc23KaYs1smc/WNZsP1jGYBFsefLBRqEjm+QsYq2kRojdzY90mZSRc4oXxSdg2W45LK25yfTnGoK4rtSiYWchzrjeN4kp5YKYHnuBJPwnyuyIXJFOmiQ3vY5ERfOyFTr/tCQtGYevOdME3ij54GQBgmzvxc1frlVM6fPtKTNXNyJYapceiGvVXbI0RZ6SAQxNrDxNpC6KaOs9gNplUJWkXzFB0Px/UI6Do98VLC03E9ipogsg4FSdDUCZo6HZEAnmRL4tPNZqU401+3fHllmU+z5TxePo+rGVDMoxtG0+oVu+ggNIEZMDBMjevuOtRwW7HKP7nrukgPXFZOphimzsFTexqfZ3d/JRQ7nKYj8kwmw+joKJ/97GcBeMMb3sBnP/tZDMMgEAjQ3l6qWz148CCmuTSpvuY1ryGRSNDT07PhF78TKdguLwzPMpVaksUlxxa4PJ3hTSf3IIF/OT9FoaKV3Gy2SF88xMGuGC+OzjOTLnK4O8qp/nbCFQ9VtusxOJvhlbHqutNXxhd448k9dG3RW9xK06xmzLF0XQP/nrsseCqmc5z9t2GOH48TjARwMDj3rSFOvfZw2YQusMIbybnJFPlMkf6jpe/j7MQCwUiQ7n5z1eu0CjZnvjnIqbsOEYysrRWzQrEaxYvnEMEQenf9e2WpY49FvLs1yem0JzCRmA2CFiEE0gyCVVtyp2kauqm1XHavfFJ2F7bjcXkmw5mJBW490MmVRIaZdJF7j/Xy3eE5clZ1J5CeWJD9nRHGFss+U3mbkbkc9x7rZU9b6/0CdhP15jtp26Q//zQA8UdPl3+uNx+6rsfU8Dxt3ZGqRIpVsDnzrSGur5iTKzFMo2rbs98a5ro7D1bNqam5LImxJAdP7WVucoFgOEB3f/vGfXjFmnEch7lskW9dma1eMZHizsPdGO2CwCrKg0bomsa1kiZbKc701y1frkUiay7jsR2Pc98b4tjxNoKh5hIpju0y+MoE+473YgYMdOPq/lWsvMO5bw9z3V0HCUdXTqRwzXwDFLuNplPIIyMjvOc978G2bWzbxnEcbNsmk8kwPT3Nd7/7Xf7mb/6G//gf/yMf+MAH+J//839SKBS48847mZiYaOVn2FGk8lZVEsUnb7tMp/Ncmk5XJVF8ptMFTEMrG3ANzmZrTL+KjluTRAHwJHx3aK7ucXca2YxFLl1kLukgzQBzkyly6SKZ+dXbwBULNoOvTDB6YQa7YGMXbEYvzDD4anPt3NLzeXLpIrMTC3ieasOo2Dik42BduoQ5sA+h1b8tO5aL63otM5pNLRrNrohp1vVIKa3SW9YW0ac9HMDx5Iqt3hU7h6LjcmZigZCpo2uCmXSRPW0hplL5miQKlMq6NCEILUuwvzA0S34XzG87CbvoMHE5weArk+VxLz3J7GSKfLpIuok5OZsqkEsVmBmZL8v37aLD4CsTTA/PY5Xn6MkaTxXF5pJ3JN8fnq+77vsjcxRtVX6xnSgUXLILBaanC0i9uXfmVsFmdiLF0Jmpq/YlcV2X5EyafKZIKpHFddX9WbE7aVqRcv3113P99dc3feDnn3+e3/7t3+b06dO85jWvWc+17To8KbmSyDRcLxCMzGUbrp9ayNMTCzK++DZuYiFHR8VbnJUeLlIFG9vxagLQVlEpX6zsde/lcjg0V+Kz/FiuEWLwTMnVe3w4Rc/BHkbPTwMw+Ooksc7Iiq0Rs8k8xcVgLDG+QDBs4joeruORnssS15f+fv51snitjmYy+GopITh6YYbu/nalSlFsGNbIENK2MPfta7hNMV/6fpot8ICQEjKeoEdfJRgOBKBYq0iBUkmdlW+tIiUWMtCFIJEubpnCTrFxzC2aC/bEgkwulL5XfW1hLk6lGu4zsZCnLx5iuGKuLDoeluOhbskr03BezmaxXRctECB63/0AyHz1+sr5UAZDTA/P43mSfKZILl0gEDJLiY/FOXno1QniK8zJ1uKLDYDxSwl6D3QSigTIZ4vljnsTV2bp7GsjMZYknczRHVaqlK3CclysBl4VtispOi5xVEfEeqwUD7u6jmdZCKHhFfLl5ZXjbe2xcpDBV0ux8tRYmr2HuxGrlOk5tlseuwuJDFb+6sqIrbzD6PmSUe3I+WnaeqIrqlIUip1Kyxyd7r33Xu69916ee+45HMfBMJR51LVEpXyxEr+FWzMlPpXHynzlSzi3v4lirpQI8VyPmfEk8c4IyZkMVsEmM58j2CDQKlYEbVBKhpy8fclHZfDMFKeOLD2Y+dcJ0Pb4O0jnnPIbMdfxmJ1YYO+RHuWVotgQihfOo3d2oi0zca3aJmchtNZ07PGNZsOrfZ3NAKTrP+QaAX3DnfyXowlBW7jkk3KyTtcWhULRmIbz8peeASD+1sfIPvuVhuuhNHc7GExcTpSXDb4yyQ33hJidTJU7d1kFh/QKc3I2VSh36fA8yczIPHsOdVXN0zMj85y66xCJ8SSDr04S74gQWOFliUKxHVkpHo7ed3/NmKuKP9cYK6e/+I9wz4Pk0qW5WHqSycFZuucv4Qxeang8X43iM3RmihO3719XMsVXo/j+RnbRIZXIEggZqxrPKhQ7jZZnN97whje0+hQ7Bk0IjvTEyoqS5UgkB7qiXJpJ112/py3MS2NL0sr+9uqbYccKr+PaQma5LGgzqDTH8nK58sQQe+iRUr1nk4ZZ/rHCP/Aor3xrpGr5xOU5Tty+n+RiW+eVVCmVahQoJWJSc1nae2Ll7Hsh2Ife3oG3kCxfJ1BSwrw6VHU8pUpRbBReNoszMU7w+htX3K6QszCDrenYk1k0ml29tCcITskAWixLjpumUVJ42R662bp7TXvYZGQ+h+dJlcjc4XRFS/fPmXSBG/d1MJ7MM53K098R5vJMffXm3vYwZyaqS1iDFWWvisY0nJcffBgRClUpUoShk/nyF8vrtWi0tDwUZnpovqq8NZ8pYltLb7R9GqlSrGUvNgCmR+Zp74mV1ShQUsolxhfoGehQqpQtJmDoBHStrirF1AXBq/TT2M2sFA/r8TjxR0+XFSmZL/5jVfy51lg58oOnOfvCeNXyqbE0e994D5Fbb617vEo1is/VqFIq1Sg+SpWi2K2sKfJ48cUXyz8/++yzDbezLIsrV67wb//2b+u/sl1KWzjAnrZaSXrY1OmLhznWF69bftMXD2G7JfkywOHuKMFlgWPQ0LlxX22QoQm47VBXw7bJraBRr3t/+VqMs7RIhGzWKatRfDzXIz2Xo6O39BbfV6UsZ7kaxWdycI69R7rKvw+enca89c6a68+krJr6bF+VorxSFFdL8fJFEAJzb//K2+VsAi3s2GMgV8+s+y2Q65T3VHbuaSXtkQCuJ5lXPik7nqChc31/O0XHw/UkvfEgU6kCe9rCROoor3piQaSUNX5ftx/qJqy6uqxKw3k5GsXs6UW6Ltlnv0L22a8gwtXr/f1sqVepUQDauqPMTS6U1Sg+viplOZVqFJ/+Iz3l8tlKEmNJeve1g0B5pWwhYUNw68HOuutuPdBFwFBJ7UasFA/rbe2YPb0Y3d1LyZMG2zdznkKRshrFR3qSqZEkWltHU2oUn/V4pSxXo/j4qhTllaLYbTQdlY+MjPDjP/7jfOITn+A73/kO3/zmN7nvvvvqbvvyyy/z8ssv8+lPf5ovfOELG3axu4GQqXP7wW5ms0UuTWdwPY/9XVH2dUbK7Y/vO7mH0WSWsbkc+rL2x73xEMf6YnSGA+i6Vn4r63oenic52BWlKxLkwlSKvO3SHQtytDdOtEUPYJuBVbCZHp4nHCsloCJtQXKLhr2p2SyHrt9bVptMj8wT76ruIlDMWWi6Vt6/ErvosO94D3OTJRWQHW5Da++oPvfIXN19ZydSdA90rOjLolCshJSS4sULGH17EWbj75EEinmb9p5oS64j4wnCQq7eZrCcSClANL5s1WIipWDXHS8bRSxoYGiCmXSB7haeR9F6TKM0v/XEglycTnG4J8b+ziiDMxluO9jFfM5iPJlHF4KjvTE6owE8T3LTvjZcD3Qh6GsPEw0Yu75t6nbAdT0WZjJlJWYgbOI6LvtP9DJybrpm3AtNsDCboW1xTpZSYhcdkjNpou0hPLf0IsIwdWIdYaZH5uveOzILeQaOdDM/nSGfs1R5zybhuB4IMDQNwzDojEjefN0eLk6nSRdsokGDE3vaCJk6QVW+v+VYRYep4bn6sXIii33EJRiufgHr2C6JsYW6484q2ji2W1alSClXvc/aBZe5iVTd4yXGF2jviaIvqlKaOZ5Csd1p+s534MABbrnlFhzH4Ud/9Ef513/9VwCKxSLBYPWAuf3227n99ttVEqUBoYDBvoBBXzyEBwR0rfpmIiAeNDncU1JahAM60YDB3Ud60XRwHMnlRIbZTJG97WF64yEGExnSBZu2kMmR3hi3H+oGwNA19C2Wv1fKGtciUyzvr2scu7VkwildB800cS0biUAIgdAEN957pLy9qPi8Vi5PIGhw/W17EboOhomsUJF4nkR0Rdl7oGPp+Pc/iLb4wKjpGsdv3d/w2oQqLVBcBe7cHN5CkuCx4ytuZxcdPNdridEsQEYK2lcr6wEwDNA0ZLFQU2Kk6Rq6rrX8jbGo8Ek5pVqi7ngChk5PXKc9UkqSGLrG3vYQnoTuaIBDXVEcTzKVyvPC0BxhU+dAd5RU3qZgu2hCqGC8SSpNL4Vp1szLwjSJP3q6vMxfL0wTZ34Oqel09kToWvQncl0PQWkePHFbaZ7U9KUHNSlleZlVsJFSYhg6A0d74ahEq+hQ5nke17/2EAhKmeNlCE0wcKy3fFz1b9468pbDbKbI0GwWIeBob4yOSBBT13BcyfG+eOmfSYCGQFf/FE1TOcaWvzwRRmmdMNaXKNR0wZEbS8pW6ThopoG7aGQrDKPuixIhoP9IN/1HuhtccOk/rushPbnYqrgxQhPleL10TdpiwrQ0qMXi/cG/HwTDqjxesbNZU1QuhCh7nviT2G/8xm8wMzNDZ2dJ8mdZFu95z3u4/vrrMVd4w6oAs05Nac5yeO7CNNlitZzuQGeEm/d3kis6fO3CNK4n6YwECBo6/3x2shx3JDJFrsxmuPdoL73x4LbwENAikTXJE5dTeeO2CpIz3xzk5O0HCDXhT2IVPaYHZ+jJDBK+/nrMnt7yOs/zmLwyRyhi0hYVGG215pWrTRoKxdVgXb6ICATQu3tW3M4vawu0IJFiSyhKQVis3r5SCIE0Aw1bIBsBHavY2s49UGqDPDRbUvTpDdpFK3YWpq7B4u1W15a+5+mixXMXprDdpafrkfkcp/rbKTouXz4zwRuO99EdC6qH61WoNL1sO/0ERmdX1Xpp26Q//3TNemd+rnq/aBee5zE1Mk+8M0J7d32lXC5dYOziDEdvGiA9n8d1XLr62xi7NMOeA51E29VD1HYjbzk8f2mGhYqE+FSqwPX9cTojIZ6/NFOV5xLA3Ud76IsLZSTaBMvHWCVesUD6808Tf/Q0ejxeb/cVMQy9/FRnCzj37WGOvWb/il5+uqHTTHdku+hw6ftjnLzjwIq+KZUK7WLe5ty3hzl5x8GahEl2oUCxYLPnYKe6byt2NGuKQKWU5TcMPhcvXuSXf/mXed/73sf73vc+/q//6/9iYGAAQA2ONeJ5kssz6ZokCpQCx6Lj8p2hOdxFRcWxvjgvjc7XvLyREr4zNEvO2n21iLl0kUwyz+xkqkpZUg/bchg+N830eAr9eG3r7mLeZuziDENnp3A0FdApNhcpJcUrlzD27EWskgzwy9P0FiT2fKPZsGjS78ds3ALZDOgUC633MOiIBPAkzGaUT8puJle0eXF0viqJ4nN2YoH9nVGkhG8Nztb4pihai1VwGLsww+ArE9h1YhbHKRlYJsYWKBZshs5OMnx2slQuOzS3Lv8FRWuRUjKezFclUXz2tEX4ztBsbbwJvDA0R85ePRGv2DwKmSKpuRzTI/N4DdpWN4vrekwNzZGazVLMNjfnSilJzWbJJPM13oW+2fTI2SmsTYgXFIpWsubXm5/5zGf42te+xuXLl/ngBz9IIpHg4MGDrbi2a46i4zI8m224vmC7pCtuOrom6jqol461ZEy7W6h0+h89P0333ra6mXY3k8YrFilqYRYSpb/n5GSeA/vD2IkZtGAIKWB+qohjuzi2Sy5dxPAscB20YOiqFDQKRTM401PIXA7jpoFVty3kW9uxRyAJNntwMwCF+okUI2CQT9aaS240kYCOqWvMpAv0ta29XFCxM3A8yewKLbVTiz4N2aJD0fFQKvFaKst5vFyuarmfxhCmibTt6vXZLPaiMaSoUBp4uRy2bpCYKuC5HrlUgVymSPsytZyVXzKwHL0wQ0dPDNdxmbwyi5RX1xVE0Rosx+NKon63LE9Kig1iSsvdffHmRrLSGHQ1Hc+2SmrPfGmdzOewE6WuN1oohB5bmzrFthwGX50EYOJSgr4DnU0puBser+gwcWUWKBk+X3fXwVXHrVVwGDozWd6nsqNmdqFAYdEsfn46o1Qpih1N0zNYKpVCCMH999/PPffcwy/8wi/wgQ98gA9+8IPlbQqFAr/6q7/KHXfcgeu6pFK1LtCKlVlJZFFPebISsl6h8Q4mly6SXwyqXcdjdjJF/+HuGp8Sr1CgMDzKSHHJP2FmPMXevWGK//Q54v/ubdhmhLGLS+3Zhs5Ocd0tfRT+/inaTj+hEimKlmNduYwIhdA76ndCqKSYtTCDrZFNl4xmWd1o1icQgIW5uj4FZkDHtT1cx0NvYTtaIQTtYZPpdIGVm0YrdjKrznFSLiUXV9v4GqWynKcSvwUrQPzR0+Vyg/L6Lz1T/tlviezvF3zoUcYuzpWXDb4ywQ13Hy57OPlqFJ/Z8QVOvfYQAOe+NVRePnRmihO371fJlG2ChBrVeXldE2NRUZ+VxmD0vvvJPvuV6uWLbcehNDbXmkgpZErKbSgp3WdG5tl3vLfKv6hZfDWKrwBPz+dK8cgKY9ZXo/hKNb+jZjDcXnohWtGda+TsFJ19MeWVotixNDV7Pf3003z84x+ns7OT7u5uuru7CQQCHDhwgGAwSDKZ5H/9r//FHXfcwR133IGu6+i6zm/+5m+2+vp3FQFDY19HmMEGqpSgoRMJ6OWSHSFKqhS3TvbF1AXBOh4sOxWrTgvjRqoULRRCHDnJwtevlJdJCVMzRfaffgciYJKczFW1ZytkLQqWoO2Jf4+m3OcVLUZ6HtbglVJZzyoZDClLLbwjLVJeZD0INVvWAxAIgueBYy918VnEWAyuWt25B0rlPRen01iOR6CFSRvF1mHopYRZvVIDKHnlZIsLBHSNgPKzqkulaayXy5UTKLGHHim/MPCNZ6vWP/gwIrRoQluhSIn9u9NMJ2VVuUAuVSCfKZYTKZVqFJ98pvQipPJ5W6lSthcBQ2N/V5SzEws16wxdYOqibpmdoQmCavw1ZKUxqMfiJYNZIfByWTJf/iKxBx4qtx/XQmub9yvVKD7jlxL0rlOVUqlG8VlNlVKpRqncJ9YZIZeubn3u2K5SpSh2NE1FnzMzM3zxi18kHo/jebXyvfn5eTzP40//9E/56le/yp133snjjz/OjTeqd4VrQdc0TuxtI1Ana9wdDRA2NW47uGQON5jIcH2DrhU37+skHNg9E1ulGsXHV6Us90rxAmFGzs+wnOmRJK4ZwpY6Yxdq1w+dncIxVFmPovU4M9PIQh5zT/+q21oFG+nJlnTskRKyUqwtkWIuJkjqGM5WtkBuNR2LQWEiU9/4VrHziQZNbjnQWVctdag7yky6gARuPdhJSD3I1UWLRDA6uzA6u6rmtsrleixeuz4axezprTJoB/BCMcYuJmrOc2XRK2W5GgUAAeFYkJmR+Zr9lFfK9kETgkPdUcJ1xtLUQp6b9tVXT964r4OgSmY3ZKUxqLe3Y/b0YnT3lJMnIhwpj72rUaP4+KqUtXqlLFej+KTncxRz9b1SlqtRfKyCTXo+y+SypAygvFIUO5qmIvP3vOc95Z//+I//mIsXL3L58mV+8Rd/kenpaY4cOcLP/uzPAqWky0c/+lHe/e53q0RKHSrl8L4UsjILGw0YvPnUHi7PZBhP5tA1jaO9MfrbwwRNgy5N4/5TexmZz+K4HmFT5/XHezk/lSJTdIgHTa7b20Y8ZKDtkuyuVSyZwtZ7kJwenqdnoJ1AaMkp3Cm6ZFOFkqeEJgiEzPJNfyGRQdM0hCZqjuc6HoWsdVW1pApFM1hDg4hgEK2jY9Vt/e9uILTxiZS8BA9BeC0x8KIKRRbziHh1p6vNaoEMEDJ1QmbJJ2WgQyU/dyr1SsQq58b2kMlD1/dzdnKBmUyRkKFzuCeGlJKJZJ77rttDPGTumvluu6J3dCIiUZKzOXRDQzc0AiETx3bxXI9oe4hi3sII6KTnc1Xza9feOKnZbFmxVkkuXcAuOkqVsk2IBAzedN0eJpI5NCGQSDRgT3sEieQNJ/qYSObxpIcmBHvbw8RCJoFFBXS9uFaxOdiWw9ilRHnsdfTFSE6XPG9mxhboO9i5phIax3KYHV+oG3uPXUpw9OaBmnFrFx0mLi9dQzgWLL8Enbg8S//RHrKp2pcf6bkcgQFTfW8UO441z1yPPfYYtm0zMjLC+973Pn7xF3+xan1vby9PPvkkH/rQh/jN3/xNgsHm5d2zs7N89KMfZXx8nEQiwYc+9CEeeOCBmu2effZZkskkuq5j2zaPP/74Wj/GpmK7Hrmiw2AiQ8FxOd5XevgYms3guJIDXRE6IgHCAQMhBNGgyQ0DHZzoiyNEtWRSE6BpgpChM1t0SOYsDnZHuWV/B44r0TWBEIKL02kyRYfeeIi9bWEia3ibXWmMVc941c2k8RbfRmuhEELTV9zezuWRQkcrZNCCIVw9gOfJsvFUMVsAz8PUqasG0YTg+G3761+slOgVJUxePo+Gx013H0BoOpJS33ppWQhNQ2o6noQbX3dkcQe/v70o/XEptUXWFruoOLaL0AT6okrIdT20xb/xWrEKNlIutYcr5m20Ogkdxe5GSok9NIjRt6ep71EhZ5UeXNZR37wafseetShShK4jdaOx4Wxwczr3QKm0YyatFCk7DSklOcthPJlnLlukPRxgf2cEQ9fIWQ7Dsxn2tkdwPcnYfA5Ng8PdMa7bW1Jg5iwHy/E42hcjaGjomgq+YWnuFoa5NCdXmFUK0yT+6OnSz4a5ZGgZDCEdu1ziU9ovjOt66LqGCIWJvvU0Mp8lqJl0dC3Or4vzpD9H+vPjTW84BlLiVbzJlh707u9EVNzGNFGadwWludWfz23LQXqy6gUJlB4UNU1bs/+SY7touijP64qVkVISCRiMzOcQwKHuGFKCaWiEDAgaGsm8Q3s4QMjUMYWgaLtkig6DiTSuhINdUdrDJuFdnCBrFCuvFEMLo3oMVqIFQ8QfPY0WrC3n8VyvrseJfy4tGEIYQY7cvGRer+sa3nUuvpNUM8lmu+igaQLd1NE0jRtffxQolSODqPIkFIvHrYxlhSa4btEPSYhSe2XHccEr3Q80TXDzG4/VPbfnSXRd3csVO4s13eGEEOzbtw+AYDDI4cOHSSaT/D//z/9T3sbzPK6//nre+9738rd/+7e8613vavr43/jGN/j1X/91QqEQzz33HH/3d39Xk0g5d+4cr776Ku973/sA+Jd/+ReeeuopnnjiiXqH3HJsx2NoLsNLo0kAru9vZzCRYXhuyQdlLJmjPWxy77He8qSjawK9zgSUKtg8d2G6qk714nSaO490U7QdhND4foV8djyZ54y+wJtO7iEeNmuOV49KY6x6xqteoVA2pos/ehqh6ytub9uSqcFJehYuE77lVvKuJJ8p0rdYE5may6F7Nm0dQTRqEylGwGj4Rc1ni5z91hDHbhkgFA3iFfJkK66lqIWYuTxD1+wFIrfdRrYYoJAv0rd/9XpMx3a5/NIYB0/tRY8EsIo2F787yrFb963LGCuXLmIXHXr2lR4GkjNpQtFgTbcDxe7GnZ/Dy2YInqptyV2PYs4m0KLvSNYTGEjMtcYugWDjFsimjlXYHKl+RyTAVKpAwXZVaccOIpmz+NqF6bK/1/iiFD1vOwwmsrz2SA9nJhZIVsjHR+ZyHOyOEgsavDq+5OGga4I3nOijK9paT56dgD93V5rHVppVStuuWr7857bTT2B0lsqHrYLNhX8b4vhr9iOlztBL4xy7ZQA9kyL19FO0PfFOZmYcYh1hgmGTS98f5eCpvQQbeCPNTaZwHI++/R111+czRQZfneDozQM4lsvcVJp9x3rKD4+u7TJ0ZpJ9x3sJG83/W9uWw6Xvj3H4xn6lNm2CbNHmO4NzzGaXSqlH53NcvzdOTzzMNy7O4MqlcXtucoH7rtvLpekUw3NLHWnG5nN0RQK89mjPrk2mNIqVV4qhvWJ1/KzH4zXrli+3CjYXvjvKidv21yQX/XO1nX4CIxLBoDQPFnIWF14c4fAN/YRjzX3vXcdj9MIMew93ETb1qpd8+UyRoTMTNeNISklyOk04HsQMGlUKlXzW4sILQxy7ZR+hqBp7it1J0+n5S5cusbCwwD//8z8DS/K93//93+cnf/In+amf+qny/17/+tdz4sQJ0un0mi7mscceI7RorGQYBr/0S79Us82f/MmfcNddd5V/v/vuu/njP/7jNZ1nMyk4bjmJYuqCWMioSqL4LORthueyKzqf54oOLwzN1Zh9SeCFoTn64mFeGq2tQbZcjxeGZyk6bs26VuPYLqMXE0yNptFO3IirBxh8ZYLhxZrIYt5m6Ow0w1dSuNrabrSu65JKZEnNZmv8UwA8PcDIhRkmR1Pop25aOveZ5uoxi3mb2fEUU0NzuK5HPl1kIZFlIbHyv1M9fLPcoTOTWAUHq2AzfHaKwcW6csW1gz0yDIaB3tXd1PZ+6+NWkPHW6I/is1IL5KCxKaU9UFKkAEzXkQorticFy+Vbg7NVJun+3DiYyNIdDbKQt6qSKD7Ds1kiAaPKR8z1JN+6kiCvfDY2lFy6QGq2NL/OT6WZm0hRzC/9jR0RYORcaQ5zbJe5yTRTw/NVJu4+hZzF0JlJRs5OUcjWztWu6zE7sUByOkMxZzNxZZbxizNYFXOjVXSYGUkycXkWdw2tdot5m/mpNImxhboef4pqJhcKVUkUn772CN8enC0nUXwMXSNdsKuSKD5zOYvxZF519LlKMsk8qdlsjffJStgFm+R0hsR4ErvOmKyHVbSZGppl9MI0bsU+ju0wPZpkfipd1/tk+OwUgy/XxrKZZI7UbJZsqvnrVih2Gk1H58eOHeMv//Ivefe7300+nyebLSUDrrvuuhX3sW0b02xOCQEwNTXFX/3VX/GlL32Je+65h1/+5V+ukmO+8MIL/PzP/3z592AwSCqVYnZ2lu7u2geTeqVBlXzoQx9q+trWw+TC0g2kNx5iYoUb4ZVEhoNd0YbZe9v1GnYvcD1JpuigawKvjqv6XNbCdrwVO/n4EsHlfe4dKMl4HRspJTKfI/qG+0DXwfPw8vma7fEkwjSwpFl275+eztMbjpTrI+enUgRCJnbRwS465LM2upcEz6tbIrQcq+AwsmhqN3R2inAsiJZbvDbDwPYE85OlZN7MTJGeUMkxHCCZyKyoSnFsl5FzUwBMXJml72BXuWvQ8JlJ2nuia1KlVJrlZlP5kimf5eJYLrlM8ZpUpWz12NwqrOEhjJ5eRBMyc8+TWHmbeIs8QLJSENXWEeQGApBK1l1lBgxc18OxXYwWq0QChkY0aDCTLnCwO9rSc11rtGp8Fl2X7LKAu3Ju7O8IcyWRabj/xEKevrYQo/NL81TOcrEcj2uxg2ZlGQGUWhXLijlcFgpLJTyBQLmVsdD08s/+9l42iwO4RojBV0pdN4bOTHL4hr0ADJ+d5OjxdvS9/cxPZ3Adj0wyTyFX8kaZGpxlz8HOmnGfSy116kjN5wktUw9ZeZvxS4nFc0yx/2QvM6PJcttW6UlGFw3ip4fn6D/a3ZQqxbYchhe7h4xdnKFnX/uuUKW0amzmig6Ds/XHnpSQr/NAvqctzHiyNonic3kmzb7OyK5RDFaOt5pYeTHuXb7c1XQ820IIgcxXjM18Dmc2UfKJMs3yOJS5XHnMeqFYOfYcfHWCWEcYw7NrrqEcewNOMMrw2VL8On5plp6BDsxV/v6u4zFxZRYpITG2wP4TfWXTYbvoMnllaXweu3UfoUhgUY2SwbFdHNsln13q3JXPWuVrGD4zRbQtrFQpil3Jmp7eYrEYf/AHf4CUkk9/+tOrbn/33XczNDTE8ePHmz5HNBrlAx/4AO95z3t4/PHHueGGG6rKdmZmZmp8VwKBADMzM3UTKVuNU/HWTRP1WxX7uHUSIJV4q2T1Hc837au/3QqnLq2v0+veb9O2vNf98t+Xbw8QfetpRoaWFDJTo2m69i11HRo5N8OxW/eVfx88O83xAbC+8WzdEqFKfDWKnwHPLyYq9FdfIXj8BNZMgrGKxgGToyk6B5Yc54fPTNHR07h3vf8WC0qdSPLpArl0KRFiWy4LiSy9+5szxqpp3SwpTzAAg69McMPdh5VXyjWAl8vhziYI3XRLU9v7yg4ztPFBqCtLZrM961GkBIJgFZGeV5MQquzc0+pECkB72GQ6XahrWqrYftSbxirnxtXnSa9sbFnJavPjbqVy3q43L2e+9Ez55/hbHyuvb7StFo3hvfYt5cS//6Ij0hYiOZ3B2h/FuOl2Rl5e6nw3dmGGgaM9DJ+dYmp4nv0nestj31ej+IycnaKtM1xOpvhqFF9lkp7PITSNYCRQbtsqPUliLAmUvj8Tl2c5dP3eVb1SinmbhUTppZ/neiTGFhg41q28UhogkQ3HXiNViSaguNJ49eSuUqTUi5Ohcayc+eI/No6Xv/zF8s+V22S+Ulqutbfj3v0QxcU4oJizySTztIW9hrG63tuHdu8DpBYVQp7rkRhPsvdIz4rJFKtoMz00V/599MI0R28aQCKZHk2WX9D6HXlCkUBZjeIz+PIE1y/Gsplkrhy/FHIW2VReJVIUu5I1P7n19fU1vW08HiceX1vrrlgsVv7vI488wosvvliVSOnt7aVYrJYdWpZFb291iz6fL3/5yyue75lnnllx/dWypy3E2YlSPfd81uL4njgTC/VVKf0dYcwVAgNT1wiZOoUGMr32sInVQPIaCeiYm2nipOs4Zpi5qaWbrJSSxPgCPQPtJMYXcGyXXLpIrDNMZj5PPlPECvaiRWOrHr5SjeIzdHaK6+5+I8xNIfYfZv47Fef2JLMTKbr625ibSOFYbkNVSqUaBWDgWG/V77A2VUqlGiXWESafKeJYS/+GuVThmlSlbPXY3ArssVEA9Ab3q+UU/I49geZVfc2SkwDrLO0JLH7vC3mIVCtBDD+RkreJxGtN8zaajkiA8WS+1LUstPF/p2uVVo3PgKFh6qKqRLVybpzLFumLh+qWwAL0tYW5PFNdNmxo1absivVj3HoHF6+kqpaNXUpw+Ia9XPjuKLPzFoGAUVVek0nmGTjaU1eVUqlGgVKCtVKVUqlG8Rk5O8XRm/s5880hssk8c1PV19OMKqVSjVL+HLtEldK6samzty3MpZnasnxDL5k6L0+0zGUtDndHG5ZXDnRECKjWyOvCvOUuLp+pjj0HX53gxrsONNwn+KYHufRS9fd+NVVKpRrFx1elAGU1io+vSlmYyVSV8mVTBfLZIo7jVSVYQKlSFLuXNT25vfTSS9x888111509e5ZTp05tyEX5FAoFBgYGqpbdfvvtjI6OcuBA6UZiWRZtbW3bUo0CpVZye9qCTKWKZC0HQ9doC5mklnl0GJrg5J42jBXelEQCOjfv7+BbdfqwH+mJYTkeB7uidQPQ1xzoWtXwSwuGaDv9BF4uV85uxx56BC0SQWg6bY+9vVzaI4sW0fvuR4tGkcUimS//U9X2nmYyeHGu5hwzI0lO3XWQxKJZ4MTlBEdvGeD8d0YAGL6S4vpH3oa2Qky8XI3ik08XKeQdwu2djF5cqNlvemSe6+48yNxiqVEjVUqlGiUQMjBMvaxG8WlWlbJcjTJwtIfLL4/XbKdUKdcG1ugIWnsHWqA5s8TiomRea0ESNFvu2LOOnc3F6y/WJlI0TcMwtU0znG0PmwhKPikqkbL9CZk6N+/v5IWKt59Zy8HUNeIhk/FkjnuO9TKxkKvxA4uHDAKGRmbZvf/m/Z2EVihb3c3487ZP9L77Ebpefqsde/BhxKL3XGVpj97esVTms7h97OG3ktNi5M8PV52jUpXS1h3n4vdGa65j/HKiRpXiLBrELsdXpZghs0qN4uOrUkLRIJqhkRirns+bUaVUqlF8lCplZUxd42hvjJH5bM1LuZlUnhv623lpURnkky7YdMWCxIJGzbg0dY1jfTH0XfS3rhxvNbFyKIwwDWIPPVK1XI/FS40ZhMDLZctKlNgDD6FFouXSntj9D5XG4f0PIeJxUnmNYr56rBVzNtmMTdvj7yiV1i9eQ+yhR9BicfK2LKtRfFZTpSxXo/iMXpimc09bjV2Ar0qZqPMsMju+QKwzUuOTplQpit1K03e3D3/4wzz55JN11yUSCX7sx37sqi7Esiymp5cUBul0mhdffJEf/uEf5m//9m85e/YsAD/zMz/Ds88+W97u+eef52d+5meu6tytJGTq3H6om1v2dxIJ6Lw6Ns+tBzq5bm9bqW2cLjjYFeUtp/YSXeUhWtM0emNB3nCij+5oEEMTxEMGtx3s4kBXhOcvzdAbD3HbwU5iQQNDE/TEgtx33R66GzjpVx0/EsHo7KoqqfGX6e3tGN09mD29iHCE7HPPlmSImoYWi9Vs7+oB5qfSCE1U/Q8B89Npeva1IzSB63oUczaxrjBCExRyFoWit2JZj1VwGLs4U3NsoQlGzk8jjRALM5nacwMLMxm6+ttK53Y8UrPVxrGO7VYde+B4LxNXZhueazXT2nymSCFnITRBrDNMsWDjOl7NsfKZIvk6Bm+K3YP0PJzxMYyenqb3KeRaZzSb9QQmknXlaAwTNA3ZwHDWDBhlOXKr0TWNeNhkOq0M7XYCmhD0t4d5w/E+OiMBDE3QFjYxdMG9x3o5ubedcxMLvPZIDwc6I5i6IGhonNgT556jvZi6oD1sYmiCzkiA1x/vZaAjjHaNtkD251y/20722a8gKtuthkKYPb2YPb1I1yX77FfIPvsVpLf0s7+9jHUwdG667nw3MTjLoev3kEsX8TxZsz6bKhCOBTFDBtMjc9hFh1y6QDFv12xrWw7pZB67YDPZYH4dPT/Nidv2kRhbqLt+ZjTZ0KjdthxGz03V/xyXE9iblOTdicRCJm86uYdD3VFMXSNgaBzrjdPfEWGgI8w9R3voWBy37WGTu4/0EDI0Xn+ij5N72gguKs4Od0d583V7iOyyjj2V460mVu7uRm9rr1mut7dj9vRidPcgwhVjMxwpx9VGe0d5HIpIBBmOM9xgLA6fm8YLRquuQYtEcMwwI+frx8aTg3M4dQy5XcdjamgORO0+cxMpDFNHM7Ta8XlhmoPX76lZ3ru/g9Hz9a975Px0lTpNodgNCNlk8eLMzAwf/OAH+eQnP8lTTz3FPffcg2VZHD58mPHxcT74wQ/yV3/1V+u+kKGhIT74wQ/yxje+kVtuuYXBwUHe9ra30d3dzRNPPMHb3vY2fvInfxKAr371q8zOljKhUkre+c53rvu8zzzzDA8//PC6928WKSVFx0VKEIDteeQXyzuChkbQNNZkxpW3HFxPoglBJGhQtF08WerRHjRK5T9SSnRN1K0nX4lKM616pq9uOl21HlFqiQyghULosThWwS4nKKTnVUgGF4NdIUGWEitIiVj8wwghkJ6HIW00wyxNDraLpgk0XcPL5bCFUddQt3wGTYBjg6aBENXnFqXe9pUqEiOgo+ulv5FjObhuxZsYWV17L/zjV5wrEKz/FlxKWZNo8ZbJYoUQVApaAqHmfFeuBTZrbG4W9vQU6S/8PZG7X4fe0dHUPue+M0y0LUxn3+rlbmvlxYKOJeFYYH2dLOTlM9DRg3bkZM262YkUVtHm+K37r/Yym2J4Lsv4fI5/d+t+NDV+NoWNGJ/leUssleZ4UlK0XdzFecHxSt4Npq4tPtjp5f3WM7/tBFabg1fbTxhm1f6VP0unNCfV20aGY0tzlKbXuK1pGngulHzY6owzsfg/CZomkJ6s79i2uLumiaXz1dlQaEueOsvnytJ6Dd3QkJ6s8mOyLQfPbXxf0zRtV6s/N2Js2o5LcVGVEjZ1dF1DSknBcrEq/rYBXSMU0Etqi8WxC2Aa2ooK691Ao3G6PEaubGXczDotGMILhlf+DusaZsAoX4MWDGFJva4H1dI+okaB7dguboOOnp4ny6O83nGFqI6HSxsuxrkNpmFd0wiElXJUsXtoeibxPUgGBwf53d/9XR588EG++tWv8t//+3/n29/+drkzz8c+9jH+7//7/64xhF2NQ4cO8ZnPfKbuuqeeqjZVestb3rKmY28HhBCETAPLcbk0nebsZHXNb08syJ2Hu1ctv/FZvt3y+vCrcUjXIpEVAzfp2KQ//zRAWeK4/Pflve4rcebnlvred3ZV/Q6UTbTaTj+BDAQZOjPJvuO9hCIBvGKBbMV6/y3c8mM3Wr8aRsBoelAU8zZXXhrn6M376gZlQtROWoprF3tsFEwTrb29qe1dx8OxXALB1jwoZqUgvp6OPT5mEAr1uzWYAZ3MQn7TDGA7wgGGZ7PMZ62m1HeK7UE9XxNt8YH5+0NzTC8rqTy5J87xPW273g+l0tByNeP1Svy525mfK8/J8UdPV/1s9pRiuXrbxB89Ta5iLl/r/NkMnusxfjlBV3/7hsyPhZzF2MUZDt2wF2MxqWbuMhXEVmAaOuayJOVC3ua5C1NVJXeGJnjDyT10RgJoQjQdw+4GGsXKXrFQNbYqkyX14ufl69pOP4HZpL9k5TVUOpJZBZvBVyc5cF0f4WjjOdEw9U0xhVcoditrThcfPnyYo0eP8qu/+qscOnSIm2++mbvuuguA8fFx/vqv/5qf//mf5+d+7uf41Kc+heMoCWUl2aJTk0QBSGSKjCVzu8rdfCOwCg7Tw/NMj8yvmJ3fCtJzWeYm0xRUSY6iCezxsZK0t8nEgm80a7bA98OVUJDrNJr1CQRLZrN1MIM60pMNpfcbTTxUKmWcSdc3PFTsLMaT+ZokCsD5qXRN62TFzsIqlkpzxy5M4zYwzm8W1/WYHplnenheleu0mLzt8G+XEzW+RY4n+ealGfJ1ykYUW4dVcJgdX2BuMoXnba/YWaHYTTSVOv7sZz/LwMAA6XSa0dHR8oPA8geCgYEBTp06xR/90R9hWRZ/+qd/yq/92q/xa7/2axt/5TsQKSVXEpmG6y9Np9nfGSFkbr+MfqWE0cvliL7hPtB1pOMgC4Wq7fzptFLquHx/AC+TwXZdkJK2R99eeyyvZHYFMHEpQe9AG3ouV3suTyJMA+m65WNXrl+LNLpZinm7bKI3+Ookp+46tKulwoqrw7Ms3MQMwetvbHqfYs5CiNa8XfWNZsNXm0iZm6nbAtlYvGYrb6+oTtsohBC0hwNMpfKc6m9O8aPYnhTskmqzEZdn0nQsvv3eTdSbI/2fm53HKo/hG8nKimPJQgE7UWpbLPSlt9Aynyf+1seqlnnZbN25/GrwXI/EYivVxNgC+070EbmKt+F20WFisePP6MUZjtzUX1alKDYWy/bINkiW5O1SGdC1LsD1S3OqxlwuVx5zWjBYM7ZdXcezLITQ8BZfTDSKo5vFKtgML3aaHL+YoGtv24qqFIVCsX6aitBnZ2eZmJggnU5z5swZZmdn+cIXvsDs7CyDg4N19wkEArzlLW/hz/7szzbyenc0UtKwPTGA48oV6xu3kkqpMVT3vK/EdyqHakny8v2BcqcfgPhbHyP9hb9fWqlpWJZbduv3PMn0YILO6bN1z1Xvevz1a5FGN0t6LlvuSpJJ5ilkiyqRomiIMzkBUmJ0N280W8xZmEGzxhdgI8gu3meCV3PsQGDxplaAUPX4MkwdoQmKBYeNd3epT0fE5PJMBtv1MPXdXZu/m5FSYq+gPrQcr6Tc3G2JlDpzJKxtHvOP0XB+/tJSW1w/0QJLc3HVsoptN2oOtYoOY5dmyr+PXZjm6E0D6OtIpvhqFN9jJTGaZP/xXoyYSqS0AneV4HR5W+RrkcqSHh+/exaUynwq49bMF/9xxdgV1jf2rILDwkzppa1ju8xNpug/ojpVKRStoKlR9dM//dO8733vo7+/n1tvvZWf/umfplgs8tM//dNl09d6JBIJpUapQNME+zob3xD72kLqAWAR88QpJsaq/RcmR1Lo19+yRVe0RKUaxWfw1clNK2NQ7DzsiTFEeGXvoeXkW9ixJ+cJAuvt2OMTWKzIzteW9wghMAMGVn7zHPo7IgEkkFDlPTsa09DY0xZuuH5fZ2RXtVO9VqhUo/gkxhYornPerFSj+IxenMFpYJypuDqChtZQBaaJq/PlU2wclWoUn/GLiU3roqdQXGusKUoXQtDX18e9995Lf39/efnLL79cd/ubbrppzaazu53uWJBowKiRSOpCcGpvO8Y2TaRowVDZGMvL5ZD5PNH77keLxZCFQvmNVuyhR5basQVDDffPfPEfiT3wA4hwuNS1R2jE/93bSsf66pcQh0+Q+E71ZOB5ktkFj44Dh3BGhpbOtVja03b6ifKxK6+l8jo2gko1io9SpShWwh4fx+hq3rhRAlbOpq17Y5VUPhlPELoao1kotUAWGrKQQ9Bds9oM6JsavIVMnZCpMZ0u0N/Rmr+bovUYmsbJvW2MJXM1b7kjAZ3e+Mbez7cL9eZIWNs8VnkMX10idL38Vjz24MOIUKi83Cf2wA8ggkGEuVSGF3vwYbRotHzcq2W5GsVnPaqU5WoUH6VKaR0hQ+dUfxuvji/UrDu5p42guT1j181EC4aIP3oamcstjbn7Hyq3NdaCQWIPPVI1tvV4nPijp8ulPZkv/mPDOLoZKtUoPkqVolC0jqZG1B/+4R/yuc99jtnZWZ577jkef/xxfvZnf5ZHHnmEv/3bvy1vZ9t2lW9KR5MtPq8lIgGDN5zo40hPrJzd3xMP8eZTe4iGtu9DuBaJYHR2lfvW5771TbLPfgVhGGixWMPtVlquxWKYPb0IwyD1+c+Wj2Vef1OVGsUILAVFE1fm0G96TfUxu7vR29obnnMjy3rqqVF8lCpFUQ8vn8NbSKKvoazHLpbacLfCaBYgJ8XVlfWw6JEVCNRVpEBp3G5mIkUIQUc4wHRKKVJ2OtGgwZuv28Oe9tJDhCYEh7ujvOHEHiK7tCvIanNnM/OYvy1A9tmvlOboiv1EKITZ01vu3FNeHg6T/sLfI90lNYcWjda9nvWwXI0SjCyZaaxHlVJPjeKjVCmtQdc1DvfEuPNwN5HFmCwS0LnjUBdHe+O7vtVxM+jxeCmmrRxzkUh5zOnxtpqxrbe1Y/b0YnR3o0WioGkN7wWrsVyNUhk7K1WKQtEamopIBgYGyj93dnZy4sQJ/uiP/ogf//Ef54d+6Id4+eWXkVLyvve9j7GxMaanp+nr62vZRe90IkGDm/d3cHJvGwCmJmrazG1ntGCItnf+CDKbQTNNpOsSf/Q0AMIwkVLiuR56g8/kvzXzM+3CMEsZecNE6DqBG1/DAelx4NQe0DR0Q8NzvZJ/jOdhhgME3/HDaJpeZa6nBUNVb+TqZfL97ddrnqdpghtfd7TuOiFqDZhXwirYCE2oVo27HHtiAgC9q1a10YjiYseeQAsUTn7Hnl6xAU7+gSAUsg1WGSzYLq7joRubE2R3RAJMpgrkLGfXPnBfC2hC0BYOcNfhHmzHA1EqLbhWSnpWm8cqqZwDhWkibRthmuX9/fkVQAstHUuYFcsX36T7/y2tD+A6LjKbRgSCYARqVCPFnIXQxKqG0p4n6dnfQc/+jtL5NFGlJmnWONixXTRNoGmCW998ouF2cgW/Ds/10Lap8ne7EzR0DnRF6Y2H8KREQxAK7JzYdaOpiT8rVCSVY6uSynFXqQADcANhoqffiVjnn1RKOHJjP5LS9z8QNLEtu+y96N8/XcfDc726Cmqr6KBpoqYl8kpx/XpiWdtykJ7cFDN6haKVNDWbvP3tb+dtb3sb3d3d3HjjjXW79ggh+IM/+APuvvtuIhts7Lkb0TWNSMAgEjB2VBIFwDUCDL4yiRsoeT74Blvpzz+NVyxg5W2Gz03jNngrtPwNm7+/VywgwmHmp9NIKQjFQpgBg/FLCZAQigQQusaVl8ZxRLB87tTTT5F6+qlSgmSVTL6/vT/5rRUzaBCKBOr+DwljF6dxVzAUriQ9n1dvCK4BnMkJtFgMbQ1ljoWchaZr6zJhXI3cYlB1Va2PfQKhxoqUxSCtuMk+KYBSpewSTF0jEizNk9dKEgUaq1PqUTUHFko/S9su7++/JTd7etFj8fJ+0rar5u3K/6Y//zSOC5dfGqcwPYvtwMj56Rqlx0IiU1PmWg/D1MvzZCBoMDOaxHO9pWXh1R+mPNdj/HICq+gQCJkN5+FQJNDwga5YsLn88ji2atV7VYRMnUjAuKaTKEBN/Fm5vHJsVVI57qRdHf9lFgoUMwWks77vZzBsEo4FicRCBIImw2en0DSNSCxUWrY4zqyizcxYsqY0zrVdpoZmseooxKyCzfDZqboty9NzuTXHssWsRXahfuygUOwk1hyZJJNJxsbG+LM/+zMmJib4p3/6J/KLgXQoFOK3fuu3iMU2q0+DYiuw8jbTI/Nk5nO1K3WD+ek0k1dmmwqwao69KE305blW0WbicoLE+AKeJ7HyDjOjSdLJOufeQjxPMjuxwPiVWazi6hOKVbAZfHWC4TOTKqjb5diT4+idzfujQCnICAQNWtGXxG99HNqIgweDYBWQXm1wZS4G2dYmJgsNXSMeMphOqQBNoVgvIhik6JRaFBdDbaTmc0xcmcWumNPz2SLD56YZOTeFVWh+jBfzNmMXZxi/lFjT3GcVHMYvJspJmPWQTeaZGUlSzKkXGIrthVWwGTwzxchQCle7epWGVbCZGppjIZEtdTlbxHU8Ji7PMnJuGnvZuLWKDuOXEkxemcWpSJhIKZmfzjA5OFdThlfM2wy+OrmmWNa2HAZfnWTwlck13TsUiu3ImrXPtm3zW7/1Wwgh+I3f+A1c16W3t3f1HRW7AttyGD5bqsEcfHWSaMxAyy8lNRzNZOTcCACj56c5estAXSmgm0njFUqZerm4v3Qd5iYWcO1SPfWBE71MXE4gJYxemKGrv61c/zl8dopYewg9t3RuL5fDv41Xyiwr5Zfe4vaNtl3336VgM3phBiRMXEpw6Ib+FcsZ0vN5rLyNlbcp5m1V3rNL8XI5vFSKwOH65WCNyOcsgk28pV0P2Y3o2OMTWFTZ5PMQrU6ga5qGYeqb/tDSEQkwuZBHSrmmUjuFYqdQOafBkrGsP5d62ezqc2F2qSRP6Drxtz6G0HWi992PjHdy4cw0AMMX5xk4VvJ3Grs4w6GTPZiREOnZLHbRITlTUqU0I9H3XI/ZiQVcx2NmLMnAsZ6m5j7P9ZgcmkVKyfilGXr3d5RUoGugWLAZfKVUZjl0ZpKTdxxQ865izdSLJ/2fXU3DcxxkxXKZy2HPJkBKNNOs2cfxJFITpPNaOSa0bdCT86V91hGfOrbLyLnS+B06M0l7T5RguDRerKLN9PAcUkJifIH+oz1omsC1XWZG5/FcyfTwPHuPdJfLe6yCzchi3L/cHDozn8Mq2FiF5mPZYtYivfgiNruQV+U9ih3NmmaRYrFIb29v3cSJlJJ8Pk843LhtoWLnY+VtkouO4FbBJj2TJvDStwHQ+/aQnEyVM9mJ8QX2n+wjXMdB3yuUpI+V2JZk5MKiq78oZcenh+dL27ses+ML5QcjK2+TSeYJnlnqGOU7oQMlD5aK0qHU009VnavRtuvBV6P4JT1TI/P0H+shbNQv5fDVKD7DZyY5cbsK6nYj9pTvj9K8IqWkvLKJt6jzTNYTBDeirAcqEim5mkQKlErhCoXNK+0B6IwEGJnLMZ+z6IqqrnGK3UflnBa9736yz36lan3mS8+Uf15tLgRwk0myz36F6H33k/vXr6O98WEyyZKqq5C1EAiCEZOZ0ST7jnbjLKpRfEbOTXHs1n2rPhAV83apVBdAwvilBIdu2Lvq3GcVHCavzJU+gytL13GsZ01eJ9nkUiltajZLMadeYCjWTqMxlPniP9Yfi4vde6B2rPpxaPCNDzI4WCwvHzo3xcFIGvt7315XfGoVbOYmUwA4lstCIkvvfhPPlUxcni17poxemKFnoJ1gJIBVdJi4MguUnucmr8xy8NQedENjfjqzFNePLbDvRB8RUy+rUXyaiWV9NYrP4CuTRNvDKpmi2LE0PQtZlsU999zTcP2DDz6o3v7tcirVKD7DVxYwbr0TAOPmOxgdrG6NN3phpqFXSiX6nr0sZCWuXUpG9Ax0MD08T4UikbGLCfYeWXogHT43jXnH69b7cTaMshrFZ1GV0sgrxVej+CwkssorZZfiTE2iRaNramHoKzjMFnXxykpBaKPsJnQDdANZqF9qZwYNrE1WpMRCJromlE+KQrEOzJtvZ/hKqmrZ2KUZ9h0rvUCbGU+RnstVdajzVSkrUalG8ZkZS67a6a5SjeIzfmmmro9DIyrVKD5DqqxWsQ3Q2tvJiVBVTJiayyN79yECa1NdQbUaxWfoTKmExlej+HiuR2J8AcdaUqP4TA/PYxWdKjWKz9iFaVzbLatRfJqJZSvVKFDyg1NeKYqdTNOReiAQ4L3vfW/D9T/xEz+xIRek2L5UqlHKywo2ebOX4NHjpHJU1VUCJMaS7D/RW6NK0UJLruYyn8PGZPTVZGmlgN597Zz91lDVPp7rkZ7L0d4TK5nc5W0yeY/gvv04Y6PEHnqkyjW9fK6KDgheLkfmi//YcNu1slyN4tNIlbJcjeKjVCm7E3tyAr2jc037+OasrevYA70bpEgRQiCDQcg36NwT0EkVnU3tlKEttkGeSuU51d++KedUKDaTyjkNlkp7hKGT+fIXiT34MFo0Wt623n5eNltWrugdHaXSnkCAYqyHzOBw1fkKWQshSqqUcDzIUMUbZZ/VVClVahSfJlQplWoUn7WqUirVKD5KlaJYD/XiSYDYQ4+gx2LEH3s7MpstK1Fi9z+EiEbLpT2xhx6p2seLd3HpWyM15xkdyXDs0SfQ1tjxrlKN4uNYLvlMkbnJdNXLSVgsm9/bVlaj+EgpmZ9MoRtanbh+gf0n+qqUJT4rxbLL1Sg+SpWi2Mk0PULPnTvHW9/61hW3yeVyfOELX+Cv/uqv+Omf/mk+8YlPXPUFKrYH9dQoPkNnZ9BvubNKjaJVGDDUU6XosaVOAiLeVqNGSYwv1NzwASYH56pVKWenyqqURp0O6i1fS1eElahRo/g0UKUsV6P4KFXK7sMrFPCSyTW1PQbIZy3MgIGmbbzCr9SxR2xMxx6fQKhU2lMHczEw2uzvdmc0wHzWwmqyg5ZCsZOonL8Ass9+heyzX0GEF+e3aHT1uXAx0QIgXZf0F/4eV5gMna1+m+0zdmmGQ6f24hSdsoqk8h61kiqlnhrFZyVVSj01ik+zqpR6ahQfpUpRrJWV4ky9vQOzuwdRsVxEIpjdPaWuWe0d1fvEYmSzTsOY0Jb6muLTemqU0kWU/lOpRvFj9JIqJUm8M1qzWygaqHu8cCxIai5b1yh2pVh2uRrFR6lSFDsZIevNUHX43ve+x//5f/6ffOMb3ygve+mll7jhhhvQ9Wq1QSaT4aWXXuIXfuEXeO655zb2ijeYZ555hocffnirL2PT8Q2zmjWysi0Hx1pMhkgPudg2TWgCJOgBHadoI4QGAsxQACtXKP2ul0wn/Qz18nNb2RyuCyBA0xBC4Lke/hdTCKqSKrqh4boepQ0kZkBHy2ea+ixr/dyr/l2KTk223kcI0Cs+t+t42EWnblAIpYktEDJVidwiO31sWsNDZL7yRaJvejNauPnv2uArE0igb3/Hhl/TpCM4YxncHHA2xmwWkLNTMDOFeO2bar67nucxfHaafcd76OiNNzjCxlOwXb49OMtrj/Swr7M1XjPXOjt9fO5kKs3atWAI6ZQeXIRhluc3f1mjua7SNFOYJtK28YLRpflM08pzlUCAAN3QcR0XKUvzm9AEUsrFeECg66LUYlVSpRSxCjaO7dZ9OQJgGBrBOuaxtuXgrrCfbuqrKveqYpd65zZ1zBao/7YSNTbXznpiw6pxGAqV24u76XR5bGnBEHo8XncfEY7iYCzFhIuxtdAECK0cE8p8vup4ja6v0XddiNL49Vyv/LOmaaU42x/jQtS0QzZMDdfxauZ1oZXU2Ejqxqv1YlkpJcW8XX52qLlGTRAIGpumXFUoNoqmZ4/XvOY1HDt2rGrZ//gf/4PbbruNH/3RH61aHovFuPfee+nt7cXzPDRNDYzthm+Y1ayRlRkwygkBZ36ubLbVdvqJ8luxQKgUCOXTBcYuzdAjUpjdnZg91ebEy88diDY+v+t6TFxO0Lu/g2A4gGO7jF6YZuBoT7UMMNScmacWiWxIAsXHDBpNB2G6oaEba695VexMnKlJRCiECDVvwC0pyejjXa15+M95AnOjOvb4BELguWAVYVmZ3FZ17gmZOpGAzlQqrxIpil1HpVl7/NHT5TnWmZ8j/fmniT96ury+0RzfaC6sN0MV8zbTI/MMHO2p6iaWGEsSjgYIykI5DrCKDmMXp9l/oq8cMwRC5rpk+5Vxx3rZiGModj9rjYkBpG1XjbPycqf+8nr7hDpXj13dCoPbla6v8rvuOi6jF2bYe7i7pgNgqcxngb6DnTUvwluFEGLNnbYUip3AmjIcyzOPH/nIR/jCF77ACy+8UHf7aDSK665uNKrYPXiex8JclvFLCcTe/Vd9PL90Zm4qXc5oT1yeJauMJBXbHHtqEr2jc00KI8dycV2vZbXCGW+Dy3oAghWde+pgBg0Kuc3t3AOlNshTqUJDBZhCoVgdKSXJmTRjF6axi0sJ0UK2yPDZKUYvzuCaS8nifLrA5JU5VaqqUGwhVsFh/FKC9Fy1f5llOUwOzjJyfhorr8raFIqrpak0/aVLl2rUKFBSnvzhH/4hP/dzP8d//a//le7uai8ApUTZXlRKef1e9l4uh38rXUkyWG/fqv09DwwDWwsxem66ZCJ3ZY4DR9qwEzMI0wTHAU1r+tyu6zE5NIf0JKPnpunsizNyruTTMvjKBNG2kDKnUmxLpG3jziYInrphTfsVsqUWiIEWdezJSUFM2+DEghkEoSHzWURH7du1QMgglyrW2bG1dEYCjCfzpAs2bWH1Jkyxs6ksCZAVSUuZz2MnSj5dWiBA9L77q9Z72WxTc3wjrELJH01KGL8yy8FjXeBYpFMexbxNMW+z/0Qf+vwcrhEs+5EMvzrJiTuUgbpi+7KemHilWNjVdaTt4BXyVcsdTyKlhxYI1I+f65xr1Zi7wfXBohrlYumeMHRmknhXtKxKcS2XqeF5pCeZm0qxN9y1aaoUhWI30tQM9zu/8zskk0kuXbrE//F//B+0tbXx3ve+lzvuuIP29nZ+4zd+g9/8zd/k4x//eHkfy7JIJBKYpnrQ3S54FfJAH989HFaWDNbbd/n+0Uf+HQsFF3uxRnNmLMnAkS6yX/gM0Te+meyzX1nTue2Cw+RgyRzLsV3mplLl+u1C1iKbKqhEimJb4iRmQEr0JmS7lRRyFrquoZsbH9i4EvISejZYkbJq556gwYKVxXU89DV2ILga2sMBNCGYXCioRIpix1NZzlNJ5sv/VP45/tbHaufZxc48sPIcXw9fjeL7LkwPzdF/qBNpU9USdfTCDAd6BUXhkEuXkqYLsyXTSZVIUWxX1hMTrxQLR++7f8U4d/n6lc7VTMzdaDxbBYfEaLL8c3ouS3BfR1mN4vuUjF2coWtPW01XTYVC0TxNzXB+950f//Ef5y/+4i8A+Nmf/Vl++7d/u6w68TyPe++9l0OHDiGlxDRN3vzmN7fmqhXbEi/awehLFS2LF1Up/Xe/Yc3Hcl2PyeG5KmOqsfMzHL1lgPRcKTuvVCmK7YozNQmmiRaLrWm/QtbCDBm0wm64JR17fAIhyNVPpPgeQsWcRaRt/a3G14qmCToiJpOpPCf3tm3aeRWK3YKvRvGREhITKcLRYFXpztxkiv0njjHy4ljV/kqVolBsLpVqFB9fleK5HlPD80vb2p5SpSgUV8maZrfKWv8/+qM/qln/27/927z3ve+lo6Pjqi9MsfFowVDZ+MrL5ch88R+JPfTIUkvgYOOHnHr7AuX9paYzN5evaWM4M5Zk4E3H0b0CbY+9vVzas9q57YLD5LK+9o7tkk8XiXdFSM/llCpFsW1Zjz8KlBIpoUhrvs9Zr3QtoVZkaUIhmJ1BSlnzmY2AAaKkttnMRAqUynsuz2SwXQ9TdQNQ7GC0UIj4o6eBUmlP5stfBCD2wA8gwiWPEr+0Rxj60voHHy63Ol5pjl/OcjWKTzAcqEqu+IxenCHeGSG7sORfplQpiu3MemLilWJhPR6n7bHH8Qr56hg5FC6X9sQeeqQmfq53rtVi7kbXV6lGqVxWyBZKXoPLuuaMX0woVYpCcRU0FVlmMpmmDva+972PT33qU1d1QYrWoUUiGJ1dGJ1dSzfiOsua3bdyuWOEGDlfp3+9hPFLCWQ4htHd09S566lRfCauzNJ/ZMmLZ/CVibq97BWKrUJ6Hs7MNHpH55r281wPq2CX2oe2gGwrOvb4BEPgOmDXmspqi20Ni1tgONsZDSKBaWVOrdjh6LE4Zk8vZk8voqKdugiHy8ul65J99itV67VotKk5fjnL1SgAoWgAz/XqGsnOTaTo6IujadU3mOFXJ7EtZWqp2H6sJyZeKRbW29oxurtrY+TubsyeXvS29tK6xZcNK51rtZi73j711Cg+UgqmhuZrlvtl86oxiEKxPpp6TfCe97yHPXv2cOHCBd7//vfzAz/wA1y8eJEPfOADVdu1tbVx3XXXMTU1xZ49e1pxvYotoNL0ql4G3Mvl0A2TU3cepFyT4HfKEKLkodCgdzyAXXQQGhhm6evouR59+zvo3ddRPlZl5w0zaHLLfcdLvWKhJnDbKVhFB00TGC3ww1BsHe78HDgOeufaEin5xURDINi6REpLynqgVNoDpfKeQLB2ddAof77NpNQG2WByQbVBVmxvls+zzSY9hGnizJe8xMQq8vy1nEPTBTfcc6RmmXQlN7/hKCAW52YPTdeRUqKbOje/6fiK8z2U5nzN0NC3iUrMT/Qo5cy1i9D1kpprDSUuwjCIv/Wx8s9NoWnETr+DzNOfWc9lrojnSfYd62HgaE/VcqEJNE1w8+uP1u1iJzQNx/ZaUt7jut62GecKRStYdeRLKXnyyScxTZMPfOAD/PIv/zKu6/K///f/5v3vfz+/9Vu/RazCB+CBBx5gbGxshSMqtgO+bLAZqa+3vId9heRQC4bwigUyT3+qvB7PI/X3ny39/tjbMbqrb+rLz53PFtENvZxIMQPGqgFNkJ1fzpNPFzCDhkqk7DKcqUnQNPT29jXtV8haCLHkKbLRZKUgvtEde3wCQdAad+4xgya5RLZu6U+r6YoGmEzlt+TcCkWz1MyzKyU5Ksp8cJyK+fZx2k4/gTDNqjl6PedoZh4uJWYsNLP5xI+UkoXZLLGOMHpke5hAF3MlhY1KpFy7SNsh++xXaHvs8ab38YpF0l/4ewDij55Gj5eWL4+RK3GNEImJNH2P/3s0o7nYb6XjVdLMmN1MbKvUMGLv4a5tdV0KxUay6jdbCMGBAwcACAQC7N27F4D//t//O3//93/Po48+immadHd3lwNV/7+FQoGenh7+v//v/2vtp1CsGS0SWXMbxEb7+m+4ljbQ6v9cZ3+r6DD4yiSBkMHx1+y/ZpIKVtFm8JUJwrEgR2/Zd8187msBe2oKvb0Doa3t37SQLWKGTFrxrO9KKEjobZEiRQiBDIQgV78MNBAy8DwPq+gQ3GRPo65ogNH5HHNZi+5YrVpGodhp6LE4eqz01OarUQDQBMYaO4VdDeuJI6xCae7rO9DJvhO9W/622rYchs5MAIKTyhj32sVXNm+AwnmlcZFJFRk5N013/3HMSHPz0dXE61tJMWsxen6azj1xNa4Uu5ar+mY/9thjvP71r+ejH/0ob3/723nd6163Udel2Ab4MuC6Pew9iTANpOvi5XJE33Af6DrScZCFQu321JcSF7JFsgt5sgtQzNvXTEIhny6SW/zf/pN918zn3u1IKXGmJzH39q9530LWItAiNUpLO/b4BEOQbdACeTF5UsxYm55IiYdMTF0wuZBXiRTFtqKy1KbuPEv9eXO1/Sr3We85WoGUktRsDrvoMHE5Qd/Bzi1XpRRzNqnZXPln9cB37VBvbKw2LtxMGm8xxpX5pfEk8znsxAxaKFROci7HytsMvjqJlJKJK3McPLUH3didZS+25TD46iQAw2cmOXG7SlIqdidX/a3u6urid37nd/j93/99crkcDz744EZcl2IbUK+PfWUP++h995N99is1PzfafrmU2Fej+Iycm7omVCm+GsVn9Py0UqXsErx0GpnPo6/xrbDnyVJ74D2tadPb0o49PqEQzEwipYcQ1cGhbmjopkYhZ9FGtIUXUYsQgs5IkImFHDf6vksKxTag3hwLK8+bzexXuc96z9EKrILN0JnSnO95kunh+S1VpSypUUoMnZlUqpRriNVi3Lpjr1Ag/fmna47ld8mKP3q6YSIlncxhLRo1Tw3N0X+kC93Yncn9YtYiPV9KNC0kVPcuxe5lTbOX67okEom6697//veTz+f5zne+syEXptj9+GoUn/mpdN1uALsNX43iMzuRUp2HdgnOdOkhYa0de4p5GykhEG5NoJHxBIFWdezxCYbB86CQr7s6EDTJZ4t117WarliAdMEho8aZQrElVKpRfCYuJ6p+32wq1SgAqdls2S9FodhIfDWKj69KcR1vC6+qNVSqUXyGz6juXYrdyZqi9t/4jd+gp6en4frHHnuMZDJ5tdek2Cb4Bld1e9gvlvb462U+T/S++9FiMWShQObL/1S9PdUmWcvVKD67XZWyXI3io1QpuwNnahItFkeYaytfKWRKCYaWduxpldGsTyi8eLIshGtVJ4GQQWZha0xfOyMBNAETC3lObHJpkULRiEoTybrzLPXNJVfbr3Kf9Z5jo6lUo/hspSpluRrFR6lSrh3qjY1Vx16F0bPM58pKlNgDDyHCEbRQ/bFUqUbx2a2qlEo1io9SpSh2K2v6Rh85cmTVbTo6OtZ7LYpthm9w5SxbttzMzgFSFZJiUdHFqd72UKtG8fFVKbs1obBcjeIzO5FSXim7AHtqcs1tj6E0HgIho2WtvDNS0NHiRIowTKRhInMZBH0164Mhk4VEFsdyMFuUMGqErml0RAKMJ3OcaFH5lEKxVipNJFebZ9e733rPsZHUU6P4bJVXynI1io+vSlEPfLufemNjtXFRafRsJ2bKy0U4gtnTW3ef5WoUn93olVJPjeKjvFIUu5Ed+232PI+xsTFeeeUVHnnkka2+nG2B67joDdqpVZpqrdlYzpNVPy8/FkIQe9sPkfmHzzZ3ONcjEDS55Y3H6q43TA3pSYQm8HI5XKEj7AKaYa65jtvzJK7ttqyl7FpwXY9guPHn1g1dtWjdwXj5PF4qReDw0TXvm88WW6ZGsSVYUhAWmyAhDoYbd+4Jlz5fPmNteiIFoDsa5MJ0moLtElIJS0WLuKq5dh3nwKsY117zyVKpG9hFp6m5sfJ8MhjFE4JguPnEh+t4xDrCDec+bVGNslIMs5F4nocR0BvPxaaO53lodboOKq4tKs1lVzKSraTmHmAGOXXnwfobi9L3UUcr77eW+4bjuEhP1k1OOI6LUWc8eZ7Eddy6+9iWg2Hq645DhRAcuamx2b5AxbeK3cXWP10uMjExwcc+9jEmJydJpVK8//3v56GHHqrZ7vd+7/d46qmnyoP813/91zf7UrcltuWQGFugd39HXVVDpanWWo3lhGkQve/+8s/LjyWDEWansnSffifaYlZ9pZ73mq4RijYXhLmOw/xshigFgh2xNQeldsEmly7QuQ3eQuu6hh7dXRJOxRJlf5Q1KlI8KSlkbTr3tEZev2Q02+LSHoBwGBaSdVcZpl4ynM0WaeveXMNZgK5YEDGdZiKZ40jv6sGwQrEe1jvXVpYZrFZqU3WOx99RNT83ew5HC5BP5pqaG8vn0zRCj78Lq2CtKZFimPqqakurYDM3laZvf0c5sdIqNE0jtMXdghTbC39sLB97leayy41kK8t8Kkt6lt8DjEgEoz286jX4+63lvmEXHBy7NiniuR6zYwt07omXu+Yt7WOTTRXo2ls99qWUpOZyxNpDaxrflRim3tRnVSh2C9smkfLJT36Sj3zkI8Tjcc6fP8+73vUuTp06xYEDB6q2279/P1/72te26Cq3L8V8yXujrTu64eUh0nXLHXn8IKyMEBRtyeArE7Tfd5xApDSZbNRbOFeYDJ4b5fCJToL62j6X50kS4wtMDs5xU1uYYFh5Iyhahz05uVgjvbYgopi1kVK21GhWIFvbsccnFIbEFNK2EGZtIBYMBeqWtm0Gpq7RHjEZU4kUxTakssxgLUjbbjw/NziH50kSlxNMDc5xU3u46Zbkwde+jokrs2Tmc4TuCm5oMiKXLjL48gQdPbGmX7QoFBvFesZfZZnPVuA6LqMXZyhkipy661CVuswqOFx5ZYJgxKxKpHieZHZygYnLs0Tbq+Niq2Bz5aVx9h3vZe/hLqWOViiaYFskUjKZDO94xzuIx0s3pJMnT3Lo0CEuX75ck0gx12ji+MADD6y4/kMf+tDaLnYbYlsOw4smbpVmrZXyQi+3VAvs5XI4rC479vev2jeTQYRCpTdgrosrRdlAbiMNU71cDtdxmJ0q4DoeI1cWaOuJw/wcNHHtUMq6j16YwXM9MvM5guH2q74uxcax28amcxX+KNBCo1lZanu8KTFR0DecTUNHd53VBguJ3JaVsPXEQlycTlO0XYKqvGdFdtv4bCWrzbVw9WU+VeU8UFahyHzF+bLZpuZ2u2Az5s+NczmCA7VzY81n0jRE/0FmnruMlJDPFDcskWIVSi+CpJRMDs5y8NSelqtSdjJqbLaWynKeyvEl87myL0q9Mp+6MfMq94B6945m7xtWwSExmgSgkLPKiRTP9ZgcnkN6kisvT3DjvaFyMsUu2Iyen8F1PNJzWYL7OkqfrcLHaOT8FF174+tWpSgU1xLbIpESi8WIVRiU5nI5FhYWuO2222q2/frXv86TTz6JlJJHHnmEX/iFXyAcvrZlZMW8zUIiC1SbtVbKCyvJVBjDrphIqbO/340HIPqWBxcN20rn3kjDVK9YwMoWGbs0D5QmjFQiTfDl53Hn51a/9kU1iueW6scHX50k1hlRqhRFS/AsC3d+juANN61533ymSCBsts5o1hObU9YDEAiCpiGzGUTdRIqJ53lYOZvgFrx17o4GuUSacaVKUWwgq821sPaS2pXOEb3v/rIKpep8X3pm1XN5nmSmiblx+WcK3vMGJobmkYu3kuEzk4RjG6NKyaWL5Bc7l00OzrH3cLdSpSi2jMpynkr8Dj1QW+YDDWLmVe4B69kHltQoPoOvTJRVKVbBYfLKLACFrEUuXSAQMstqFL/l8tCZSeJdUYJhs6qrlmt7zE2mlSpFoWiCbZFIWc4nPvEJPvKRj9DWVlu7+653vYuPfvSjLCws8Cu/8iv85//8n/m1X/u1hsf68pe/vOK5nnnmmau+3q2kUo3i46tSWo2MtjFyPlm1bKNUKVI3SKbz5Rs+wMiVBU7dcgfus19cYc8SvhrFxyrYpJUqZVuxm8amMz0FUq6rC0YuU+rY0wqkLCVS9uqbYDRLyWhOhiOQSdVd7xvO5jKFLUmkmEapvGd0XiVSVmM3jU/FEr4axccq2KsrNivUKD5+8uNqEym+GsVHqVJWR41NRaUaBSCTzFPIWWiGVlaj+PiqFM+TjJ6fqTpGei5LYKC9pquWUqUoFM2x7RIpn/vc57j77rt53eteV3e9r1Lp6uriySef5JFHHlkxkbLbqVSj+PiqlHCFsZyXy5Wz3LGHHinVg65iaOebb1Xt+8APIEIhvFwOC4PUXHX7wI1Spbh6gLGhhaplVsEhZ7bR+fg70VYo8VquRvEZenWSuFKlKFqAMzmBCAYRa+0q5XoUcxaxjtYk+PISPAShzXweCTVOpGiaRiBkkssU6dyziddUQW8sxIXpNHnLIazaMCo2AG2VudbfZqPOAUulPcLQy2/KYw8+jBaNNjzXcjWKTz1VStVnEgYjFWoUn41QpVSqUXyUKkWxlVSayMp8bml8PfAQIhwpb1OzX72YeZV7QL17x2r7LFej+Ay+MsHx1+wvq1F8ClmLYt4iPZ+rejkJJVVKrCNcVqOUz6FUKQpFU2yrKPLzn/88x44d48Ybb2xq+1gsRjS6+d0ftgv11Cg+Za+UxZuxU7FOi0SaenPum29V7btYgmUnFxgeq/+W+2pVKZ4nmZtM19zwAYbPTtH2+qMYK2TJl6tRfJQqRdEq7Mlx9M61Bxz5rAXQtNnjWsksduwJb1ZpD5QSKbPTjQ1nwya51NYYzgJ0x4JcnEkzOp/jxDbo5qXY+VQaVa5nrl3zOebnyqU9/gMfgBaNrni+5WoUn3qqlMrz5dIFZkbma/a7WlXKcjWKj1KlKLaSShNZ3xMFQIQjmD29DferGzOvcg+od+9YbZ/lahSfQNhkapkaxcexvSo1SuWxUnM5zIBepUgBpUpRKJph2yRS/vqv/5qbbrqpnETxPI9PfvKTxONxbrzxRk6dOsXcXMlotKurdIP553/+Zx555JEtu+atRtMEB67bw4HrACmRi6+LhNhgZ0nPq/5Z0wgePcb+ZA5xXR9C29hAx3Nc2nti3PT6KNLzkIsGXCISQWjaqgka3dC44Z7DDdc5trvhnY0U1y7SsnBnZwle31wCuJJ8uoimCcwWlfZkPIGBxNzMF0q+Z1UmDZ21PimhaID0fA7HcjC2QBFi6Bpd0SAjc1mVSFFsOpXmks0Y0PrbC9NE2jYAYo0d7HzWOzcaps71rz1U+kUTwNINxQzo2JZT03612es5duu+uuuEKL1U0dRUrdgEfIPZ5SaylS9HtoMyQ0qJbmjc9PqjNesCoZI/SvfetqpnAE0TBEJmaQwv+wxSSnRd4+SdB3Est+aYuqEGoEKxEtsikfLss8/y8Y9/nN7epUzvwsICjz76KJ/73Od429vexqlTp3j55Zf5oz/6I1772tfS39+PYRh84AMf2LoL32J0QyfeufSGKvW5ir71y7LZlfLBNUuMDaMsI8Yw0MwAXrFANGagBbUNa3VcPl3AKD9gebkcnlb6udlzGQGDuJLsKzYJ2/dH6VqPP0qBQNikVeFZxhObq0YBMIOg68hsClEnkeKXD2RTRdp7tmac9sVDnJlYYCFv0a7etik2kNXm2kpzyWYMaP3t44+eLhtgtj32ePkcwjSbntvXOzcank3UsMvn2Kg5vzKGUSi2Et9gdrmJrDDMijK65pSj6423/f1W2keIUlIk0EDFupJ6pLI9cl2uXYG/QrFutsXT5n333cc3v/nNVbd705vexJve9KZNuKLdR6V8cK1I266SEWvtHRuePGnE1Vy3QrEZOBPjiFAIEVlbFCIpdeyJtrWu61jaE3Tom5tIEUIgQ9GGPimGqWMGDHKpPO09WxO5dUYDmLpgeDbLzftVIkWxcWzKnKWJDSsZaup0ah5WXKNIzy3Hv5UeRSux3vGixplCsfPYFokUxfqo13/e/7mZHvSr4UsdZX7p2DKfK9eMLpdAKhTXIvbE2Lr8Ueyig2O5BCOt8UexJFgIwmJzOvZUEY5AchYpZd2/SygaILNQ2PzrWkQTgt54iOG5LDcOdLSs9bRC4ePP183M1VVze7ZkJi/zuSVlKCUV6vL9FApF8/gxLlCOc2U+hzObQEpZUl+3ILZWKBS7B5VI2cHU6z8PzfWgb+r4i1LHqmN/ean18HIJpEJxreEVCrhzc4RuumXN++ZSpQCuVV2kfKPZyGaX9gCEo5CYhGK+ZD67DN8nxS7amMGt6aK1py3MeDLPxEKefaq8QNFi6s3XjebquttWzL3R++6vekuuHugUirWzWoxbOc5g42JrhUKxe1B26AqFQrFOnMlSxwm9u9YLZDXymSKBoIHeoq4UaU+gIQlshdhiMcCU6YW6q8OLbU0zyfymXdJyokGDtpDJlUR6y65BoVAoFAqFQrEzUYqUHUy9/vOwet/6po8fChF/9DQynytn6WMPPIQIR8rrFYprGXt8DC0aQwut3ecku1Ag0KKyHoC0K4hscAOvZhG6gQyGIJ2C3v6a9ZquEYyYZJJ5Orewc86e9hAXptJkCjaxFrWgVihgab5uZq6umtuzWTJfeobYAw8hnVJXDb2jY/3m8QqFAliKcYFynBt74CG0SLRc2hN76JENj60VCsXuQSVSdjD1+s/7yzfCiE6PxdFj8bInCoAIRzB7elfYS6G4NpBSYo+NoHevfTw4jksxbxHvam/BlZVISUGbtgVlPT6RKKSTDVeHo0FSszmk5214C/Vm6YmFuJLIcHkmwy0HOrfkGhTXBv583cxcXW9uF+EIGb9rT53OfAqFYm34MS5QjnNFOILR3VPeRnpLLYE3KrZWKBS7B5VI2SYUbBdr8W1TwNAJmVfXu73SrG4nm2Ltls+h2H14qQW8bJbgyVNr3tf3RwlFWtMxxpJQlILIVhjN+oSjMD+LtG2EWav2iMSDJGcyZBYKW9YCVdcEe9vCDM1muH6gHbNFZVaK5inaLpbrIaXE1DVCpr5mI+ftjND1pXaq+tXN87C2OVLNp4pWUlyMYyVg6hrhdbTa3iqEWWpzXG+uWiuVJraqKYNCsbvZOXe5XYrrSZK5It8ZmiNbLL17igUNbj/UTUckgN5kN4nlfesrzequ1hRLCwaJv/Wx8s+byUZ+DoViI7HHRkHT0LvW7o+SXShiBHSMq0yYNiLtG81uqSIlVvpvZgE6e2pWm0EDI6CTnsttWSIFoL89zNh8jqFEhuNbWGZ0rSOlJJW3+c7QLAt5G4CwqXPrwU56YyGMXZLkkrazZBT72OOrbu/P7cI065bzrGWOVPOpohVIKVlYHLspf+wGdG472EV3NLgzxq5TGpdtj729avHy2LoZKk1sVVMGhWJ3swPubrubXNHhaxemy0kUgEzR4bkLU+QsZ4U9q/Elh0Zn14YHR9JxSH/h70l/4e+RTvPXpFDsZqzRkVLbY2Pt+ejsQr5lahQoJVJ0JK07QxOYATBNZCpZd7UQgmg8RGoui/S2LuETNHV640EuTqfx5BYmnq5xcpbD1y5MlZMoAHnb5V8vJUgV7BX23GFUvhxp4kWJP7frsXjL5niF4mrIWQ5fOz9VTqIA5C2Xb1ycIVPcITGjX166rMy0lbG1QqHY+ShFyhbieh4Xp1PUi909CZdn0ty0rwO9Sf+AStmul8tVLfensrXIef3jbcSx1spWnluhWA1p2ziTEwRPXLfmfW275I/S1kJ/lAVXEBFyS4xmfYQQyHAMFpINt4m2h1iYzZJZyG+pKmVfZ5TvDs8xOpflYHdsy67jWmYimcd26yeyXhlLcvfRHgJGaxRcm8FGzmmrzfWVx9rouEChqERKychcDqdBMvzMRJI7D/dsy7LJemPjasaFX9Ij80vjTOZzZf8VVeajUOw+VCJlC3FcyVzOarh+NlPEcSXNzj+Vst1KfMdxWJuct97x1nustbKV51YoVsOeGAfPw+jtW/O+2YVSy99QtDV6ESkh5Ql69C30R/GJxmByFOk4dZU7ZtAgEDJJTme2NJESDRp0RQOcm0xxoCu6qzw5dgKeJ5nJFBuuX8jbuFuoWtoINnJOW22urzzWRscFCkUlridJrDB2kzkbx/W2ZyJlg+PMypKe8vEWO16CKvNRKHYj2+/Odg2haYLICh4JkaDRtEeKQqHYPKyRIbRoFC0aXfO+2WSeQMhEb9Hb9bwEB0FkO9zdI7FSZie9UHe1EIJYe4j0fBZnDaWMreBAV5RM0WFkLrf6xooNRdMEsWDj9zrhgI6mklsKxbZj1bFr6mgqjlUoFLsUpUjZQkxd4+TeNiYXO3gs52Rf25pMuipNsbxcrpxZjz30SDmr3qxZVuXxNuJYa2Urz61QrIT0POzhYcz+gbXvC2QW8kTjrfv+pnyjWbEN3uAHgiWflIU5RGd9U95YR5jkTIa5qTR9W9iCOB4y6YoGODORZH9nRAX/m8zh7hgXp9N1153a20awRcbMm8VGzmmrzfWVx9rouEChqEQTgiO9Ma4kMnXXn+pvJ7hNS/LqjY2rGRdaKET80dPIfK6sRIk98BAiHCmvVygUuwuVSNli4iGTm/d38PJoEv+xRwi4ZX8nsdDa/nm0SKQ8ATjLlhudXWu+Nv94G3GsnXRuhWIlnOkpZLGAsWfPmvctZCwcyyUca133qwVPEBISYxvkAYQQyGgcknMNt9F0jVhHmLnJFN397ejG1klpDnXH+O7wHFcSGY71KQn2ZhIO6Nx9tIdvX5nFrTAOO94Xpye28x9ANnJOW8tcv9FxgUKxnGjA4M7D3bwwNEtlBd6pvW10tqiEdSOoNzauZlzosTh6LF72RAEQ4QhmT+/VXqpCodimqETKFhMwdA53x+hvD5PK2whRSq4EDX1ntIxbB57n4bmyZa1fFYpWYg0NIoIhtPaONe+bns+i6RrBFnbsSboa0e2gRvGJtkFyEGkVEYH6CaS27ijp+RyzEwtbqkqJBg32tIU4M7HAga4ogS1M6lxrGLrGnrYQD9zQT6Zg40pJW8gkaOrb0l/hWkV6Etf11PytKGPoGgPtYbpu6CdTcPCkLMexprqHNo1ju2iaQFP3O4Vix6ASKdsAQ9cwdI1o0NywY1ZKFq9WtruRxwKwchae66GZ1Bh5Vbqoa8HQhp9bobgapJRYQ1cw9uxZlyFpej5HOBZsWTcdS0JObhOjWZ9oqQuOTM4h+vrrbmKYOm1dUWbHF+jsjWGGNu5euFYOdUdJZIqcmUhy6wH1xn4z0TWNaFAjuoLnwk5no+c0YZrEHz1d/rnZcwvTxJmfKy9v1lTTKtgqkaKoQdc1ohscx24m/jhabQw1g1/i4//cLFbeQhMQ0KUyf1Yodggq7blL8eWJRmfXVd+QN/JYnueRGE8xfHYKx6l92PNd1FNPP4VXLGzouRWKq8WZnkLmchh76ycEVsIqOBSyFpF4C8t63FKGJqZtH0WKMEwIRyE5u+J27T1RhC4Yu5RA1usJv0kEDJ0DXVEuz2RIrtBVTaFYDxs9p0nbJv35p0l//mmkbTd9bmnbVXNtU+fyJLOTKYZendxyc2iFYiPxx9FqY6gZ9Fgcs6cXs6e36S49ju0ycn6ameFZXEeNLYVip7B7X/sothW+0sQxwoxdSuC5HvbJXrTFN2LCNJG2jZfLVe1TrltdwxszhaJVWJcvIkJh9I61l5+kZrMITbTUHyXpCQJIAtvAH6WKaBzmE0jPQ2j18/eartE70M7k0DyTQ3PsPdS1ZW2IBzrCTKcKvDA0y5tP7VUdYxTbikrlZr05s9F8ud79fKyCzej5aVzHo1iwMQIqhFTsXOqNh82OO/1rKGoh5ibTJHVBz/5OxDrUYgqFYvNRs6BiU/CKBXLf/jcWBm7Cc0tKlJHzM+zTE9gvf5/4o6dJf/7pqn387gIAbaefUJOJYkuRrot15TLmvv3resBfSGSIxEMt7QYz72rbSo1SJt4GiUnIpKCto+FmoWiQrv44cxMppCvZe6QLrUHipZVoQnBiT5zvj8xzYSrFdXvbN/0aFIpG+MrN5fhzZqP5cr37wZIaxV1Ukg6fmeLEbftVMkWxY6k3HjY77vSKBfIXLzEuS4a0nitJjM7TNv4K7tiIin0Vim2OKu1RbBr6Da9hfDhV/n1+JovYdwQMFYgptj/2yDDSsjAG9q1530LOopCziLS1To1iSchKQXw7JlJCkVIb5PmZVTdt64zS3d9GcibDpe+NMT+19PC2mcRDJvs6I5yZWGBBlfgornF8NYpPciZDsXD1ZRAKxbWO2H+Yueml9tHjwwsYN7xm6y5IoVA0jXqCVWwKIhRhfsYpq1F8RkezHH3bO9A0SdvpJ/ByufIbgdhDj5Qz8cpoVrHVFC6cQ2vvaLrmuZLkTAZd14i0sI3r3Db0R/ERQiBj7TA7gzx4fFVFT7wzQihiMj+dZfzyLBNXZgnHQkTbQ8Taw4TjwU0p+znUFSWZs/i3Kwnecmrvru2kpthZVJrG1pszG82X691vuRrFR6lSFDuZeuNhs+NOGYwwdmmqapnnSuaysPeJf4+mXjQqFNsaNUIVm4ItNcYuJWqWz0+lca7bQ2DxAbPSYss3xlMotho3k8EZHyN4w01r3tfzJMnpDNH2cMu69QDMuRphITG3q51HvB3mE5DLlDxTVsEMmvQd6MCxXXLpAoWczdxEipnRJIap093fRtfetpa2itQ0wXV72/je8DzfG5njjkPdW+bbolD4aJFI+WFvLXPmevdbrkbx8VUpKpGi2InUGw+bHXfaLsxNpmuWj19K0Lv/BGYksGnXolAo1o6a/RQtR0qJ9CQHrutbXOAhixYiGAChYdsuruuhq7e9im1K8fxZ0HXMdXTrSc1mcR2XeFfr6pylhFlX0K1vPzVKmUgMdB05O4NoIpHi47dGbusq3UuKeZvMQp7pkXnmJlMMHOsl1hFu3WUHDI73xTk/laIrGuRo79oVSQrFTsaTkv0n++qucywX13HRDdUOWaFYC67r4Vguh27YW1qwLDaWnoeUUiXvFYptjEqkKFqOEKVOJX63Ei+fx7MtNDOAFq5+AKqUWqpyHsV2QDoOxXNnMQf2IdYos5XA7MQC4VgQM9C6B42UJ3AQxDW3Zee4WoSmIeMdMDuJPHBkXcGhEIJQJEAoEqC9O8rcRIqhM5PsPdRF90DrDGH72kKkCzYvjswTD5n0xtW9SbE9WO+cuZb9wtEg4aOt83dSKLYafzxsZtyp6xpt3VHauqPAyrGxQqHYnqhEimLT0cLhhpNEpdRSodgOWFcuIYsFAgcPrXnf7EKeQtZiz8HWSoVnXIGBJLrdX1y1d0ByFjLpUiefq8AMGPQd7CQ5nWFyaA7P8+jdv/a21M1ypDdG3nb45uUE9123h3jIbNm5FIpmWe+cqeZahWKJ7TAeVoqNFQrF9kTVUigUCkUDpJTkX34Ro28PWjS2tn2B6eF5guEAoVjr6pylhBlXo02TLfVg2RAi8VL3nsTkhhxOCEHnnjgdvTGmR5LMT6VW32mdaEJwam87pi74xsVpCvb2Vf8oFAqFQqFQKFqLSqQoFApFA+yhQbyFBQJHjq5538xcjnymSEdvjFbmNzISClLQsZ39URYRQkBbJySmkN7GtTRu74kS74wwfmWW7EJ+w467HEPXuGGgA8eTfP3CNNYWtGVWKBQKhUKhUGw9KpGiUCgUdZBSkv/+C+jdPegdaysZ8TzJ5NDsojdQa133pxwNA0lcbP9ECgAd3eDYyLnaLl7rRQhB19444UiAkQvTOJaz+k7rJGTq3DjQQc5y+MbFaWxXJVMUCoVCoVAorjVUIkWhUCjqYF25jDs/T+DY8TXvmxhNYhcduvZenQ/IaniylEjp0HdAWc8iIhiCSBSmRjf2uELQs68DgNELM0jZusRSNGhw474OUgWb5y/O4KhkikKhUCgUCsU1hUqkKBQKxTKk65J/4VvovX0YnWszis1lisyMJ2nvibW0Uw+UWh5bCLq1HfYg39kLqSQym9nQw+qGRu9AO9lUgdnxhQ099nLiIZMbBzpI5i2+cXFGKVMUCoVCoVAoriFUIkWhUCiWUXj1ZbxsluDJ69a0n+O4jJ2fJhgK0N6zNnPa9TDmaESEJLzT7uTx9pLp7OTGqlIAQtEg7d1RpkfmKWSLG378StrCS8mUr19UnikKhUKhUCgU1wrbpv3xxMQEH/vYx5icnCSVSvH+97+fhx56qGa7Z599lmQyia7r2LbN448/vgVXu/3xcjm8YgEALRja8rZuCsVOwc1myH//u5gHDqHH4k3vJyWMnZ/BdTz2HulsealNxoN5T+OgsfO6xwhNQ3b2wswk8sARRCC4ocdv742Rz1qMXpjh2C0DCK11maa2sMlN+zp4ZSzJcxemeP3xPoJma5VIit2HmrMViq3DH39q7CkUirWwbd5jfvKTn+QjH/kIf/mXf8nv/u7v8ku/9EuMjIxUbXPu3DleffVVTp8+zaOPPkp3dzdPPfXUFl3x9sYrFkg9/RSpp58qB2cKhWJlpJTknv8GQtcJHj/R/H7A+KUZMqk8vfs7Wl7SAzBo6wSQdGo7xGR2OZ09IARyfHjDD61pgp6BNqyCzdRwcsOPv5x4yOTm/Z3kLJd/OT9FroVmt4rdiZqzFYqtwx9/auwpFIq1sC0SKZlMhne84x3E46W3vydPnuTQoUNcvny5ars/+ZM/4a677ir/fvfdd/PHf/zHm3qt2xkvl8OZn8OZn8PL5VZdrlAoqrEuX8QeHSZ4/Y0I02xqHwlMDc6RnMnQM9BOKNraLj0AaQ9mXI09hrdjTGaXI3QdunthagzZguA1EDLp6I0zO7HQ0pbIPtGgwS37O3A8j2fPTZHKWy0/p2Jno+ZshWLrqDfO1NhTKBRrYVuU9sRiMWKxJT+BXC7HwsICt912W9V2L7zwAj//8z9f/j0YDJJKpZidnaW7u7vusR944IEVz/2hD33oKq58e+Fn1JeT+eI/ln9uO/2Eki0qtgXbbWy66RTZ57+BMbAPc8/epvbxkyizEwt07W0j1h5u7UVSKiE6b+mEhKRrp6pRfLr7YD6BHL6MOHHDhh++rTtCPltk7OIMx27Zj2629t1BOGBw8/5OXh1f4NlzU9xzrJfeeKil52wV22187kbUnK1YD2psbgz1xp8aewqFYi1sC0XKcj7xiU/wkY98hLa26tahMzMzBIPVtfSBQICZmZnNvDyFQrHLkI5D5qtfRgRMQtc390AvJUxcmiknUdq6NifgGnE0Up7GfsPdsWoUH6Hp0NsPiUlkeuO77Agh6Blox3MlY5da2xLZJ2jo3Lyvg1jI4OsXphma3djORAqFQqFQKBSKrWdbKFIq+dznPsfdd9/N6173upp1vb29FIvVXRgsy6K3t7fh8b785S+veL5nnnlmfRe6DdGCIdpOPwGU5Il+Zj320CPlrLoW3JlvRxW7j+0yNqWUZL/xNdzkPJG770UYq5f0eK5k9OI06bkcPfvaGypRpISiBEsKJKALSVCAuc4EyLwruGxr9OoesW2ZBl8HHd2QnENeOgu33LXhxrCGqdPd38b0aJLZiQV6Bjo29Ph1z6lr3DDQweXpNC8MzbGQt7lpXwfaDsp8bZfxuZtRc7ZiPaixuTHUG39q7Cl2ArOzs8TjcQKBUil5Pp8nHG69ItrH8zy0DY7VLMsqf56dxLYKxT//+c9z7NixukkUgNtvv53R0aV2mZZl0dbW1rCs51pDi0QwOrswOruq5IiNlisUCsh/99tYly8RuukW9Lb2Vbe3LZfBV8bJJvP0HeysSaIUPBi2Nb5X0Pla3uD5gsl3igYvFA2+VTB5Lm/yXM7gxYLOqK2Ra7Jj7qwreLGoExOSAX33tNkVQsDAASjkkMOXWnKOSFuI9p4oU0PzpOc3p+5dE4JjfXGO9sa4PJ3muQvTFOyd12FJ0TrUnK1QbB31xpkae4qdwPj4OKdPny7//i//8i/80i/9EoVCfb+5s2fPYlmr+7ZJKfnSl7606nY//MM/zJkzZ8q/P/nkk3zhC19o4spLFAoFnn/++aplX/rSl/jwhz+84n71PsOf//mf85d/+Zfl3x3Hwbbtpq/latk2ipS//uu/5qabbuLGG28EStmuT37yk8TjcW688UZOnTrFz/zMz/DUU09x7733AvD888/zMz/zM1t52QqFYocipaTw4vcovPh9gtedwuwfWHWfbKrA6PlpAPYe7iIQKqlXPAkJVzDmaCQ9DYEkrkn6dI+QAFNIBOBRUqcUpCDrwUVbQ9o6ESHp1j26dEmbJjGEf42QkzBi60y4gjZNcngHG8w2QgTDyL4BmBjBi7Wj9fRt+Dk6emNYRYfR89McvnEv4Vjr3zYKIRjoiBANGpybSPHlMxPcfqib/k3w0lEoFAqFQrH7uPnmm+nu7ubVV1/lhhtu4OGHH+bcuXNcuXKF66+/ns9//vPcdddd7NmzB4CvfvWr/PzP/zx9fSvHVrZt8/3vf5//9t/+Gw8++GDD7YQQXH/99eXf8/k8Bw4cKP+eTCZ5/vnn+cEf/MHysmKxyHPPPceXvvQlLl26RHd3N319fRw7dgwA0zTp7+9f8foymQx/8id/wg/+4A9yyy23lK+58nP9+Z//Oa+++iq/+7u/W3pR12K2RSLl2Wef5eMf/3hVic7CwgKPPvoon/vc53jb297GqVOnOHnyJHfffTef+cxngNKD0Dvf+c6tuuxtTaVkUckTFYpqpOeR+/a/UXz1ZQLHTxI4fHTl7YHEWJLpkXlCkQC9+zrQDQ1HwoSjMeJoFKUgKiQHDZd2TaI3uH9HkYtHBFdC2hOkPLF4nNJOAUrJFEuCg0BHss/w6NHkrkuilOnqhUIOLr2KNE1Ee+eGHl4IQe++dqaG5xk6M8Wh6/cSjgVX33EDaA8HeM3BLi5OpfjXSzMc7Ipw0/5Ogkbr22QrdgZqzlYotg5//Kmxp9gJuK7Lu971Lv7Df/gP3HTTTaTTadLpNF/5ylfwPI9CocC9997Lr/7qrwKg6zrvfe97eeKJJ1Y99g/90A9x//33A6Ukxc/93M+Rz1d3Prx48SI//uM/Xv59cHCQ733ve0SjUQCmp6cZHR1lYGCA6667jm9/+9skEgl0XUfTNP7X//pfNec1DGPVcqGuri7e+9738vjjj/PpT3+aPXv2YJpmeb/x8XFeeuklnnzyyU1JosA2SaTcd999fPOb32xq27e85S0tvprdgRaJKFmiQlEHL58n87V/xhkfI3jqBgKHDq+4fSFnMX4pQT5TpL03VlI2eDBoaYw7Gg7QqUkOGS6RNRZL6gI6dEmHLst+KjkpKEqBB7QhCQuIaxJttyZQFhFCIPsPgnMFefb7cPImRGfPhp5D0zT2HOhkaniewVcm2X+yh3hndEPP0YiAoXH9QDtTqQKDiQwTCwVuGGjncE9sR3mnKFqDmrMViq1DjT/FduX3fu/36OjoKDdbEUJgGAbRaJQbb7yRgwcP8s53vpO2tjai0ehVJxA0TSsnJkzT5D//5/9Me3s7hrGUMnjiiSf4i7/4i/Lvv/Zrv8bjjz/OzTffXPeYb3jDGwAYGhriX//1X8vLX375ZQ4dOkQ8Hq/aXkrJZz7zGd7+9rdjmiaWZZUTLR0dHXz4wx+uaUgD8MUvfpHf+Z3fIRAI8NWvfpXJyUl+5Ed+ZP1/jCbYFokUhUKhaDVSSqxLF8h965sgJeE77sLoaWxUbVsuibEkc1MpAgGDPYe7yAeDvFLUSLgCAXTrkl7dI7ABz8FCQEhAqEKxcq0hNA154AiMDyHPvojcdwix/8iGGtBqusaeQ50kxlIMn52mq7+NPQc60fTWW4YJIdjbHqYrGmBoNsv3R+a5MJXixJ42DnZFMTbhGhQKhUKhUOwM/sN/+A81y771rW8xMzPD7/zO7/Cf/tN/4h/+4R9497vfXZVE+ad/+id+4Ad+oPz7n/zJn/B3f/d3q55vbGys6vflPqSe5/Hwww9XLQsGg4RCzau5PM/j61//OjMzM/z1X/81d955J2fPnmVycpKnn34aKSX/5b/8Fw4fPsxdd93Ft771LZ588smqa/ETOVeuXKGtrY2/+Zu/AUp+MT6mafLII4/Q2bmxCudKVCJFoVDsaqRtYV25Qv6Vl/AWkhh7Bwieuh4tWFvWIYFcqkByOs1CIguaQN/bSSYS5oqrYRUFwUWz1y69cfmOYv0ITUPuOwyhaRgfRiamkPuPIHr6Su2SNwBN0+jd3056zmR+Kk0qkaVnoJ2Ovji60fpkRsDQObGnjYGOCCNzpYTKK2NJ9nVGGOiI0BsPom+wI75CoVAoFIqdydTUFNFolFgsxvPPP8+P/MiPYBgGH/3oR/nbv/1bfuqnfoqHH36Y+++/n/7+fr773e9WJVLe+9738va3v73h8dPpNGNjY1XKk3p88pOf5Otf/zo/9VM/RSAQ4L/8l//Cvn37OHHiRN3tX3zxRX7lV36Fjo4OCoUCExMT/MiP/AhjY2O84x3v4LbbbuP06dO0tbVx4cKFsonuJz/5Se666y4AXv/61/P617++5th/9Vd/xcc//nHe9773bZnVh0qkKBSKXYP0PLxcFi+1gDM7iz05gTM5Aa6L3ttH5O570TtKmWkpwbEdrLxNNmeTztos5GyKQsMJBXD27yWn60gEpitp1yWdmktEsHt9SrYJQgjo2YOMt8P0OFw6gxw8j+zsgbYORCQOoTAYxrplrEII2rqjhONBFmayTA7NMTUyT6w9TLQtRDgWJBA20Q2tZbW20aDBqf52CrbLVCrPVKrA0GwWTUBnJEhnNEBb2CQaNIiYBkFTR9/tNV4KhUKhUCiqGB4e5i/+4i94/PHH6e/v5+WXX67ZZmBggP/3//1/uXTpEhcuXOAnf/Iny4azy/1HLMvi3LlzvPDCC7z88svMz89z6NAhfu7nfm7Fa/jMZz7Dpz71qXKrYsuyqpIoTz75JMePH+fxxx8H4JZbbuGzn/0suq7z2c9+lueee46PfexjADz99NO47tq7GQ4PD/Pbv/3b3Hrrrbz73e8mmUzyqU99igsXLtDV1cWdd97JHXfcsSntlFUiRaFQ7Fic+TlSTz+16nZaLI5jucy8eJ5Xjt6Kp1fe+szS/6KU/rcM07EI2kUKwMQGXbdiDcT7EbE9CLnY8jnnQi4JJKs2swNRPG2dU5oGsiOMdD3Sjgtz2dL/FhFCEO0ItzyBFg7ogKRge8xmi8xmi6vus78zwl1HNtZLRqFQKBQKxfZBCMHBgwd5y1vewj/8wz8Qj8e58847AXjppZe46aabeMtb3lLXS9S2bUzT5MUXX2R6eppMJoNt2/zZn/0Zf/qnf8pP/MRPAKWkSKPkg5SSX/mVX+EXf/EXq/xJ/ASN53n86q/+KpZl1XT80fWSmvg73/kO6XSa//pf/yvvfve7V/y8UtaWuM/NzfEXf/EX5PN5PvzhD9PX18cf/MEf0N/fz9vf/nY8z+Nf/uVf+MM//EPOnz/Pxz72Md74xjeueJ6r5ZpPpCSTSZ555pl17+93EHrHO96xUZe061F/s/Wx3f9u7e3t3HPPPRt2vGbGZtBxuE7XCVZktD2gaBgUdWPJacS2EZYLRgzTsSnqtbc+zXMxbYuAXSw/tHte6b+rOYnvdHbS5xSAJl20Ch8ZCVi2jac19pYpFgoABJuo4xWL/y8Wf/KkS2p+dv0XvUYqC5ik0JC6idTMulKoybERnjn/HaDxPWKjxyZc/dy5mWz3e+fVsJs/G1wbn69QKFQZN14taxmbu/3v2yzq71BC/R2q/watmDs3gh/8wR/kJ3/yJ/lP/+k/oes63/jGNzh06FDD7R3HIRwOl1sG+/zN3/wNXV1djI6OMjMzw5//+Z/T3t7ORz7ykZp48M///M8ZHR2lp6f2xU02m+X9738/99xzDz/2Yz9W9xpefPFFbrnlFr73ve/x6KOP8v73v5/Tp0/zx3/8x/zd3/0dyWSSXC7H1772NaDUgcdneHiY73znO1iWxU/8xE/Q0dFRXjcwMMDx48eBUgz75je/mTe/+c187WtfY2Ki9a8/hayX8lE0zQMPPADAl7/85S2+kp2D+putD/V323yulb/5tfA51We8dtnNf5fd/NlAfb7dfv7tgvo7lFB/h+37N/j2t7/NP//zP/Mf/+N/BEotkHVd59vf/jaf+MQn+L3f+z1isRjj4+P09/dXlST/+q//Oo888gjnz58nFAqVFSJ/+Id/yIc+9CF6e3vp7e2lp6eHQCBAMpmsSlY8+/+zd+dxkhT0wf8/VdXX9Nz3zuw5e1/ssrCAi+Aqy2GQZdFIEmMSNRLUR5/kQRP1SXgMT65HNCZGfAzxSeIRMRp+HhyiICggCnLDsvc19333VV3n74+e6ume7jl37v2+X6/Vme7qqlq2q6v6W9/jqac4cuRIegrOtm3b0s99/vOf59lnn+Wuu+7KCdRk+ta3vsXVV1/NV7/6Vf72b/+WBx98kHg8TnFxMe94xzv4+c9/zqlTp7j99tsBOHjwIA899BAA8Xic8DhTtd773vfyv/7X/2Lr1q3pxyzL4qGHHkqXF82lCz4jRQghhBBCCCGEWIyefvppHn74YV577bW8z3/kIx8B4NSpU9x0003ceeed6ec6OjpYu3Ztunmr59vf/jbXXnstiUSC7u5uXnvtNY4ePcp//dd/8aUvfYkNGzZw/PhxDh8+zMc+9jE+85nPpF9r2zb/8R//wc9//nM+85nP5ARRYrEYhYWpevlXXnklp8Tm5ptvJh6PU1BQkPfv42UGAYTDYT760Y/S19eH3+9PP+66LkePHuXTn/501ghlx3FIJBIEg0FuvPHGvOufLRJIEUIIIYQQQgghFqH3vve97Nu3j3379uU819vbS2FhIQUFBfzP//k/ede73pX1fH9/P2fPnuWXv/wlmqal+48MDAzwwAMPEA6HqampYdWqVekpOl4QpLW1lY997GNZ6zt69CiPPvooN954I729vXkb8j/11FPceOONGIbB8PAwe/bsoampKWuZ8bJMIDVSOdP//b//N2eZX/7yl/z85z9n8+bNvO1tb6O6unrc9c0VCaQIIYQQQgghhBCLxHPPPceXv/zlrEDFV77ylZzlzp07x5YtW/jqV7/KwMBAVkDh9ddfZ8+ePezatYsrrrgia1333XdfetxwpmPHjrFlyxYqKipyGsfG43GCwSB33HEHQLr8ZqzW1lYglQ3zlre8BWDCCT1er76pMgyDe++9l89+9rNUVlbyJ3/yJ/zBH/xB3jHJc0kCKUIIIYQQQgghxCKxd+9evvCFL6RHGE9Fb29vVkPYhx56iI985CN5sz8sy8J13ZyMksOHD3Pu3Dl+93d/N+c14XA4q0eKz+cjmcyeMBiLxfjOd77Db//2b2c1wXUcJ+80HkhNFppqMKWrq4u//uu/5mMf+xgrV64E4K/+6q+47bbbqK+v59ChQ+zfvz+dVTOXJJAihBBCCCGEEEIsEj6fb9IgSnd3N8899xyRSIS2tjaqq6vTgZE33niD/fv3U1FRkfe1b37zmzl48CCBQABVVVFVFdd1KSoqyuqx4rFtG8uysh7buXMnn/nMZ1i1ahWKopBIJOjq6mL37t05/U8mCpYYhoFpmhP+Xfv6+vje977H0NAQd911V1bAqLa2lm9961t86lOf4o477sDn81FTU8Mll1zCF77whQnXez4kkCKEEEIIIYQQQiwhNTU13HzzzTz++OP88Ic/5Etf+lLWczt37hz3tZ/4xCf4xCc+MeVtBQIBSkpKsh679tprOXDgQDoIoihKVkPYTLZtjxsYcl2X8vLyvM8999xz9Pf34zgO73nPe7Iay2YqLS3l3nvv5Wc/+xn/+q//ypo1a/jkJz851b/ejMj4YyGEEEIIIYQQQogpUhd6B4QQQgghhBBCCCGWCgmkCCGEEEIIIYQQQkyRBFKEEEIIIYQQQgghpkgCKUIIIYQQQgghhBBTJIEUIYQQQgghhBBCiCmSQIoQQgghhBBCCCHEFEkgRQghhBBCCCGEEGKKJJAihBBCCCGEEEIIMUUSSBFCCCGEEEIIIYSYIt9C74AQQgghhBBCCCHyMyybpOVg2g5+TSXoUwn4tIXerQuaBFKEEEIIIYQQQohFKG5YvNLUR3ckmX6spjjInrWVhAPydX6hXPClPc8999xC74IQIg85NoVYvOT4FGJxkmNTiOXFsOycIApAdyTJK019GJa9QHs2vrNnzy70LsyLCz6QMjQ0tNC7IITIQ45NIRYvOT6FWJzk2BRieUlaTk4QxdMdSZK0nHneo4mdPn2ab37zmwu9G/NCcoGEEEIIIYQQQohFxrQnDpRM9vxs+Nd//VdWrFjB4cOHqa6u5rbbbuOxxx4DIJlM8vrrr/Oxj30MXde5++676ejo4O6772b9+vXceuutPProo/T391NfX09rayuBQIBbb70VgDNnzvDoo4+yYsUKHnroIf7xH/+RsrIyXnvtNZ588kkikQiWZXHXXXfN+d9zuiSQIoQQQgghhBBCLDJ+beICksmeP19DQ0P8f//f/8ePfvQjbrrpJl544QUef/xxnn/+ed70pjdRUFBAUVERhw8f5qqrruI3fuM3eP755/nUpz4FwFNPPcWPfvQjvvSlL6XX+ed//ucUFBRw00038Z//+Z/s2rWLm2++mR07dqAoCsPDw3zuc5/jW9/6Foqi8La3vW1O/44zdcGX9gghhBBCCCGEEItN0KdSUxzM+1xNcZCgb26/zpeWlrJjxw5uueUW/uu//ouLL76YRx55hLe85S1ce+21XHvttfzJn/wJV111Vd7XP/DAA1xxxRVZj+3fv5/vfe97ANx44438/d//PX/xF3+Bz+ejtLQUgL/7u79DURRee+01dF2f07/jTEkgRYgFYugmpmEt9G6IJcLQTSxz8TUUE0IIIYQYy5mHkpMLQcCnsWdtZU4wpaY4yCVrK+dlBPIXvvAFPvvZz/LMM8/w3//7f8c0TU6dOjXl1/v9/qzfVVXFNE0ALrnkEn7yk5+wc+dOPvjBD/LKK69QUlJCOBzmH//xH6moqKCgoGBW/z6zRQIpQiyQSH+cZNxc6N0QS4Drugx0RzB0eb8IIYQQYnEzdJMzr7VhJuWG4WwIB3xc1lDFtdvr2L+llmu313FZQxUF8zD6uL+/nx/84Afs2LGDL33pSwwPD/PWt76Vr3/96zQ2NgIQi8XSE8MCgUA6SAJw6NChnGliP/vZz/jN3/xNAL75zW/i9/t5z3vew6c+9SkOHz6M67r80R/9Eb/7u79LWVkZQ0NDOI5DMpm/6e5CkR4pQiyAZMKk8WgnocIAmy9djV9mwIsJGLpJ87EuSioL2bB7JT7/3N99EEIIIYSYiXgkSW/7EDVrKygNyjXubAj4tHnJPhmrvLychx56iFgsRm1tLX/4h3/IgQMHaGpq4vd///dpaGjg4osv5iMf+QgAF110EV/+8pf5t3/7NzZu3Mj+/fuJRqPcd999rFq1itbWVi677DLe+c53AlBRUcGdd97JgQMH6Onp4V3vehe6rjMwMMC3v/1tLr/8cq644gr+x//4H/zd3/0dwWD+MqeFoLiu6y70TiykRx99lBtuuGGhd0NcYPrahzj5cgsAF121gaKyxZmytpDk2ExxXZfu5gHOHm4HYPf+jYSLQwu8V+JCJ8enEIuTHJtioRm6ydHnGklEk4RLQmy/Yh1+CaaIZUhKe4SYZ142iqfpWKf0ShHjMnST5uNd6d9bTnRLrxRxwWkfjDOckNI2IYRY7OKRJIloqgQjPqwTjy6ucgwhZosEUoSYZ9GBeFavi+G+mPRKEXm5rstgdzQrcNLfOSy9UsQFJaqb/PpsL8+f613oXRFCCDEBQzdpPNKR9VjjkQ7plSKWJQmkCDGPMrNRymqKCJekSjQkK0XkMzYbxTOVrBT7AuiWfyH8HQX0xVJ3MyO6iXNhVyMLIcScsa3pn1Nt2yazS0RmNkr6MclKEcuUBFKEmEfpbBQF6hqqWLWpGpCsFJErXzaKZ7KsFNOwln3Wiuu6qZHQlpQ5LXcRfTTIHJO7mkIIMScM3cSY5mesqY9eb+TLRvFIVopYjqTzjxDzxLYcCssKuPhtmwBoP9NLYUmIPddswnVBVRVc10VRlAXeU7EYOJZDaVVR+v0ylqqO/z4xEiYnX25hx74GAiH/XO3igjJ0kyO/OseOfQ34imSK0XIWNyyCPpWk5RA3LIqX6XtaCCEWimlYnHmtjdVbawlMsTGsbTm0nemlqKyAmtXlKKrClsvWjP8CubwVy4wEUoSYJ5pPRfMFAIhHdLpbBvD5NEqriygoXDyjvMTioPk1tBmMOTYNi6ZjXegxg9iwviwDKa7rMtQXw0xatJ3pYd2OOnwLMBJQzI/ESPAkGU2SMCQDSQghZpseM4gMxGl8o4Ntb1o3pWCKkTTpbhmgv3OYsupiggV+/AH5aikuHFLaI8Q8MXSTZMLENCw6zvaBC5ZpM9gdxXGk14OYHUbCZKg3CqRSaadS4mMmrSU1CcjQTZqPpXrH9LQMYuqSLryc6aZN0K/h1xSSS+h9KoQQS4FpWDSN9O+LR/ScHie27eRcI9iWQ/uZ3tS1rGEz2BPJ6pUixIVAAilCzJP4sM5QbxQzadHdOpB+vPVkN0kZ6ylmgZeN4vGyUiZiWw4tJ7qWTE+VzGwUT9uZHumVsowlLYeAphLQNHT5dxZCiFnlZaN4Gt/oyOqVYiYtTr3SkjUUwctG8TQf78KQmxriAiOBFCHmgaGbnDvSges66WwUj2SliNmSmY3imSwrxUiadLUM0Hpy8klAi0FmNopHslKWL9txsR0Xv6bg0xSSM5gqIYQQIr/MbBRPZlaKbTt0twww2B1ND0XIzEbxSFaKuBBJIEWIeRAf1tETBkWl4axsFI9kpYjzNTYbxTNRVkrmxVBfx8STgBaDfNkoHslKWZ6MkX9Tn6bi11Qp7RFCiFk0NhvF42WlmEmLjjO9ADQd60xNBRyTjeKRrBRxoZGOQELMMS8bZd22OhIxg8q60rzLWYaNU+CgqhLfFNPnOi6+gEZlfe77KzIQp7AklNN4duzFUOvJbtbvWolvBk1u54OZtIgN6Xn/jq7j4tgOSNPZZcUYyUDxayo+TSVuyEW6EELMBtOwiAzE855TARzbobd9CMdJZZkMj9zISESS417LmkmLQMgnEyjFBUECKULMsfiwjh4zGOgaprSqiMKSEGU1RYSLQ3KiEbMmEPKz+ZLVU14+X2puX8cwqzbXLNpASiDkp2FH3ULvhphHpp0KpPhUBb+qYEppjxBCzAp/wEf9+qpxnzeSJp1ne7MeazvdS8POunGDL2JuOfEYTjKJGgyihgsXencWjSeeeIK/+Zu/4T/+4z9YtWrVvG1Xbn0LMYe8bBSAod4Yzce7aD7exdHnGicto1gK/SrE0jVeau5S6ZUCSCnPBcDwAikjGSne70IIIWZX5rnfth06G/sxx4yc720bRI8Z871rYoSTTDL8wPdxksnJF14iPv/5z/PP//zP57WOAwcOUF5ePkt7NHWSkSLEHErEkphJC82XHbN0HZdIf5xAvT9vVorrusQjOgWFQfxBOUzF7LIth66mfjQtN5Y+1JtK3V2sWSkex3GJD+mEi4P4AnKMLFdeRoqmKvhUBdtxcVwXVbL5hBBiVumxJIGQn0DIj5W06G4eyLl+BWg93c2GXSvxy7lXzIL3v//9BAKB815PYeH8Z+jIESDEHHFdl1A4yO79m8ZdxnFcNC33C4Ghm5x4sZkte9dIIEXMOtd1qWuooq4hf0rvUviOauomx55vYuebGySQsoyZtoOqKKiKkg78mbZDUHrhCCHErDF0k9OvtrF6Sy2VdX5UTeWiqzaMu/xSuE5YLrxyHgAnGk3/v9cxbK7LfGzbRtM0HMdJT2XyfgfG7e34yiuvsGfPnknXX11djW3Pf4bxVPdvInL1KcR5cJzxm8MqikKwwJ/3uYm4rstQbwzLsGk80sm2y9dKMEXMCtd1cV3w+bVFn3EyEcdxUw3wbIfmY11s2rNKginLlGm7+EaCzT419f+mJYEUIYSYyETXp/l4I48bj3ZQXF6Q05xeLByvnCdT9InH0j+XHHrXnAVSLMviscce49Of/jQf//jHufnmm+nq6uJzn/scv/M7v8POnTv59a9/TVFRES0tLdTU1HDw4EGeeeYZPv3pT/P//t//46Mf/Sgf/vCHueaaa/jWt77Fhg0bePjhh/nkJz/JqlWr+P73v8/w8DAf+tCHALj//vs5efIkiqLw+OOP8+d//udce+21tLS08OCDD7Jz506SySSHDx/mtttuo7Q0t1+PaZrcd9991NTUEA6HeeONN9i3bx+XXnoplmVx33338fTTT3Pw4EHuvvtuvv71r7Nly5Zp//eRK08hZsixHWzLQQ3ObqshQzdpOtYJQGwoQSKWlECKmBWGboHrEgyffwrlQjJ1k9ZTPQAM9kRJ6qYEUpYp03bSARTv/y3HneglQghxwbNMB00jb2nOWIZu0ngkdd1pJEwiAwkq6ySQsliowSAlh94FpDJRok88RtGB61GLitLPzxWfz8eNN97ICy+8gK7rVFRUUFFRwY033sh1113Hhz70IX7rt34LRVGoq6vj2Wef5YYbbuDo0aP09PTQ2NjIl770JWpra3n44YcJBoMcPHiQK664gng8jmmavPzyy6xZswaAX/ziF3znO9/h/vvvR1VVbr31VkKhEPF4nI985CN84xvfoLKyEoCKigo+/vGP82//9m85+/3FL36RFStWcOONNwJw9dVX8+53v5svfvGLhEIh3njjDc6ePcvatWu55557aGhomNF/H2k2K8QMGUmLN351lmRi4qax05GZjeJpPNKJmZSRn+L8uK7LcF+MnoxRhktRZjaKp/lYF5aMxV2WLNtBGwmgeP9vSsNZIYQYl5E0OfbcOYzk1K5PvWwUT+PRjkkHIoj5o4YL8ZVX4CuvGA2eFBWNPjYP03s+8IEP8J3vfAfTNDl8+DC7d++msbGRoaEhrrvuOq699lpuvPFG/vqv/5pAIMDtt98OwLXXXsvOnTuprq5m//79fO973+NP/uRP6OjoYN26dRQVFbFv3770dp555hmuuuqqdDbVpk2bWL16NS+99BKhUCgdRAHYu3cvr7zyCl1dXTn7+8ADD2StV9M0LrnkEh555BFqa2t597vfTW1tLXv27GHv3r0z7tEigRQhZsCxHXpaBtBjBpGB+KytNzMbxeNlpQhxPgzdoulYJ22nejCX8AVSZjaKx8tKEcuPZbtoihdIGe2RIoQQIr/4cJJ4JEnH2T7sSUbGZ2ajpB8byUoRwrNmzRp27drFI488wpkzZ9i8eTOmadLU1IRhjD/Fye8fzWxqaGjgkUce4dprr+WTn/wkP/nJT/IuHx3pAzOWz5ebeawoyrjbH7u8oiiY5ui1Yua+zZQEUoSYASNp0X6mF4Cmo52zkpWSLxvFI1kp4nx42Shm0koFAZdoVkq+bBSPZKUsT6btpAMo6dIee+m9d4UQYj4YSZPGIx0AdDf3T5qVMjYbxSNZKYuTV+Yzl+U84/ngBz/IV7/61fSY4fXr11NSUsI//dM/pZvQPvfcc8Risbyvv//++9F1nYMHD/L5z3+eV155JWeZ66+/nocffpjm5mYg1ej29ddf59JLLyUWi9Hf359e9vnnn2f79u2sXr06Zz0333wzzz77bPp30zR54YUXeMc73jHz/wB5SFG5ENPkZaN4X0QN3SQyECdYkNvsaDosw0ZVFRp21uV9XlGlRbqYGS8bxdN2qofq+tIl1yvFtmz8Qd+4x4iMEVh+LMfBNxJIURRQRh4TQgiRKz6cTAdGXBc6zvaxdtuKvL1SLMPCcVw5py4harhwXkp58tm9ezdbt27lqquuAlIZHffccw933nkn119/Pbt27eLWW2/FdV3uv/9+AL7xjW+wa9cu9uzZw+rVq7nzzjv5jd/4DQYGBvjABz7AmTNnePbZZ4lEIjQ1NbFr1y7+4i/+go997GOsXbuW8vJy/uiP/ohwOMyXv/xl7rvvPnbu3Ilpmhw9epR77rkHx3F49NFHaW5u5tFHH+U3f/M3ueOOO/j617/OQw89RElJCW+88QZ/+Zd/yYYNG2hvb+exxx7j3LlzPPDAA+zevZt169bN6L+J4nohpAvUo48+yg033LDQuyGWED1u8NqTp7Lu6AdCfna+ef2MpvSI/OTYnB2u69LbNsTpV1uzHl+9tZb69VWoEqATMzBfx+fjRzsoCvrYUFMMwHNneti8ooQtK84vcC3EciXnzguXkTQ5+mxjVoaJosDut26ioHD+MxiEcF0X27bzluUAGIaB3+/HdV0sy5pxr5KZ8kY6a9rMJgFKaY8Q02CZNn1tgzllEYZuEo/oectyxmMa1qS1q0LMlGWm3otjs1E8mb1STMNiMcTUHduREjaRxXZGm81CquGslPYIIUSuzGwUj5eV4l1vuq6LOU9lsLY19Wtij3ftIpYHRVHGDaIABAIBFEVBVdV5D6IAqKo64yAKSGmPEFNmWTZ9HUP4gj6KygryLjPYG6FyRemUynCScQPNp1FQJHcJxOwydJPh/hjltSXocYNggT9vtlR0KIE/5Cc6ECdcEiJYsLClPkbSIpkwKZVx32KEZbtZgRSfqkppjxBCjGEkTXrbBvNen8YjOpZpo/lUjIRJIpqkbCTLb65YpkVfxzCVdaX4/FP7omrbDgNdw5RWFxOQ6wCxBMi7VIgpMnWLs6+3s/PN69l2xdqc54d6Y5x9vZ3isvCkvSfMpMW5NzooLA2xdltd3tpVIWYqOpjg7Ovt7H5LmMKSYN73q8dMmpw93M6qTTXUrClHWaCaaK/3UF/HMNvftI5ASMrkRKofimSkCCHExDRNY92OFeMvoCi4rkt/V4T2s73svHJuy9GTidQ1c3F5eMqBFDNpceb1drZdvk4CKWJJWPLf3p5++ml+8IMfLPRuiDm0GMpfLMum/UwPKzdV03S8E9cFn9+X/uPYLk1HO7Eth77OYdxJJqLocYPoYIKu5oFJO6oLMR2GbtJ4tCP1XuwYQtW0rPfq2D+R/jiGbtF8vGvKHfrzHZO2bZ/XJCBvElYimhrbKITrujguqBnBPVVVJCNFCCHG0Hxq1rldUbJ/9/k0jIRJy4kujIRJdDA+Z/timalrCoCWk91TKtexbYeupn5cx6XxSDuGlPmKJWDJBlIikQgf//jHsSyLd77znQu9O2IOGbo5b/Wc4zF1Cz1uUrGihGAoQDKePbM8OphIj0BuPdk94RdSM2mlR9PhQsfZ3kURLBLLQ3QwQTI+8l7M6IOSTzJhpvunWKbNYHd00l4pRtLM+/42dWvCbU1k7CSsxiMydlGANfJ+kIwUIYSYHkM3swIYXjaKd73ZeLQzfd0625IJi8HuCAD9HcNTOp+bSYuOc30AxCNJEnJDRSwBSzKQYhgGt99+O4cOHeKaa65Z6N0Rc8jQTY6/0JQTuJhPXjZKXUMlx55rpHplKY3HOtPBHUM3RwMjMGlWipeN4pGsFDFbvGwUj5eVMl6mSKQ/hqGPBimnkpWSiCQ5/WprVnDTsR06Gvsn3NaE+z2SjZLehmSlCMCyUxf8WYEURTJShBBiIsmEydHnzmWdz71slMzf5yIrJTMbxTNZVkpmNopHslLEUrAkAylf/epXWbt2Lfv371/oXRFzLD6so8cMGo92zlpWynSmk7ium85GiQ0lsEyb3vahrKyUzGwUz3hZKVnZKOmNSFaKmB2Z2Sie8bJSMrNRPJNlpRjJ1Gtcx0XPmAxg6CZdjf2TZsDkMzYbxSNZKcL2MlIUyUgRQoip8m6StJxIBTDGZqN4ppOVMtVr58xslKLyVOPbybJSMrNRPJKVIpaCJdfJx7Zt/uM//oOvfe1rHD58mEceeYSysjI+9KEP5V3+wIEDE67vk5/85FzsppgFhm5ybiToEOmPk4wb+APn95Y1dBPXZcoNtizDSmejnH61FYDetkG2XraWxmOdbNy9KjcwwmhWSt26yqwJPmOzUTxdzQPUra+iwHfhTPCRY3N2jc1G8XhZKSsaqlAz3otjs1E8zce7KKspyjvBJxFJUlxRSM3qcs4dbmPLZWvRNJWOxn5c18W23LzbmnC/x2SjpLc1kpUiTWcXxmI4Pr3SHnVMaY99Hr14hFjqFsOxKRavzJsk/Z3DrN5Sg6apWdkoHi8rJVhQOuE6bdvBddxJm8ZmZqOES0Jsu2wtb/zqHIlokpaT3WzYtTJnHfmyUTyNR9rZ9qYGaTwrFq0l9848ffo0tm2zbds2FEXhoosu4h3veAf79u1j165dC717YhZ52SiexqOdbNm75ryCKfFIap21aysmnU5iGhaW6VC7roLh3lg6ku+60Nc5TMOOOvwBjY0Xr8r7elVTsS0HXyB10rDt1M879jXkXV7TVFzXXbCpKWJp03waG3dP9F60UUeOHcu0KSgOsWNfAy5gj4xF9N57mi/3YsnLRlm9pZb20z0UFIfQo0n8QR9djf3p5VpP9VBZVzrp5Kr0fmsq265Yl/c5X0DDtuy8+yOWP6+EJ7O0R5XSHiGEGNfYmyRdTQOs3lLD1svyT+/T/BqWaU8YJDGTFmdfb2PTJasnvAZXFIWVG6tYuaEKX0Dj2PNNbL5kdaqsR4F8l7eu7VCxooTSysKs8h9VU9H8Gpq2JIsnxAViyQVSdF2nrKws68vmjh07ePnll/MGUp544okJ1/foo4/O+j6K85eZjeI536wUQzc590YHlmFTXluc94571vIJk9d/cYYdVzbQeqoHSN0ZdRyXnpYB6jdUofk0SioLp7R9TVMpKAxSUHjhZJ1MRI7N2aX51Cm/F31+LX3RlIgmOfxCE6VVRWzYnXu3yONlo3Q19TPQFWHr5WtpOtZJ/cbqrJTf8TJgxuMP+vDL3aZFZzEcn17miTq2tEcyUsQFbDEcm2Jxyley29nYR+3a8ilfH4xl2w5dzf0M9cYmvQbXfBolFant9LQOEh1MkIglqawbP+PFF/ARsF0Ov9iMOaYnyu79G9F8EkgRi9eSe3euWrWKvr4+nIw7UpZlEQzKl9PlZGw2iidfrxTHHv/upG076Q9mLxvFMm0GuiIT1nuahkXTsS5KKgsZ6oliWw6qpnLx2zYTCPlxpa+JmCOWZc9b82GvkfLu/RsJFwfHrWH2slHKqosY6ErVPve0DlJQHMKx3XTWlWcmvVKEGMvrhTJ2ao/tuNPqdSWEEEvZRNe5mcYr2fV6pcyEmbToOJvqX5LvGtxIWjnrzgzoTNaHxXVdhvtiOUEUSPUbnOl+CzEfltxtwMrKSq644gqefPLJ9MSes2fP8olPfGKB90zMFiNpEhvWqVldlvf5zDpKI2nSfraPVRuq8OWJkpu6xXB/jLLqIs69MZrh0nKie8KsFCNhMtQbZdsV6xjojlC9qozSqiI6zvWy/qI6+juHwU2d3CRaLmaTqVvEI/qEd3Bmc1uqptLfMUxFXSktJ7rzZqW4jsuKdZV0NY+W8PS1D7HjygZiQwnWX1Sfbi7nMZIWgZA/q0eQENORLyPF+9l2XXxSBimEWObMpEXbmR5WbqyeMBvE0E0S0WT62tl1SZXTAKCMO0lyIl42ivfafJnhsaEEwQJ/1nVDZmBksj4sZtJCjyXHueZXZjQJUIj5suQCKQD/5//8H/7pn/6JSCRCT08PH//4x1m5cuVC75aYJYGgn5Ubq6e0bCKSpONML9UrS3MCKbbt0Nncz1B3FH/Ql5Xh4mWl5OuV4mWjALSe6kbzaWiaQkFxkNOvtlJeU8yGcXpRCHE+LMum7UwPQz0xisrCU26KPNNttZ/pYUVDJUd+dY7apJXOShkbSAkWBCgqczjzWlvW490tA6zbUYfPp81L4EdcWOyRzNPMWJyXnWLbLhLDFkIsd3osScfZPirrSicMpARCflZvqQVSGSFnD7ezckPVjEt6IDsbxZPZr9DQTRqPdBAuDqVvwuQrL2o82jnuNU3mfoupmaynzXz6+Mc/zv79+zl06NC0X3v8+HH+7M/+jIceemhKy7/nPe/hjjvu4PLLL5/2tubKkrwMKS8v56677uLQoUPcdtttvOUtb1noXRILwEia6Yk5zce6sMakG5q6RTKeZOOe/JN1Wk50k0wY2GNSJr1sFEhF3we7IwTDgXQn8nMyllXMEVO36GkZxNBNogPxOd+WqqkMdKdGInae60tnpYxNpbVMm5YT3Tnr6GkZxBxJIzZ0E9OcnRHlQkAqI0VTlaxgt5eRIn1ShBDLnZm0aDyaCko05SmryceybFpPdjHYHeHUK61THm88VmY2ii+gsX5XPTCalQIQGynD7+8cHW+cr0zHy0qZCinlmZhtOcSG9UXTWuATn/gE119//Yxeu3HjRu65554pL//Zz36WPXv2zGhbc2VJBlKEgFQ2SnxkxvxgT5RkRnDDy0ZZtbEmNa1EVfAHtKw/igLDffGsAIxpWLSf7ctaLljgo6Qi1SvF224iKrPtxezyslE8k9UVn++2ulsGqFlTTvvp1Ohhx3HpbRuksLwg5yLITFpEBuI5x5A/oNHdMoBl2ZiGhZmUCyAxeyzHzSrrgYyMFJncI4RY5vRYkuhgAoDIQDxv78CxTN2iu2UQ4LxuyliGRW/bEP6AxqpN1fiDPsqqC/EHNNrO9KLHjayblC0nutHjBu1ne/NeK7Sf6c26Ts/HdVxiQ4kpBYwuVIZucuzXjfPWSw/AtlPXdo7jYNt21u91dXUEAqNtEo4dO4au61Nar8/nY/Xq1VnbOX369LjLr127Fk1bHJk4niVZ2iOEkbRyskyaj3Wxac8qfAEfZtLCSBhEBxN0NPaxec9qLMsmWOBP3910Rj6wB7qjVK8qQ9NS41/XbquFbaNphq7rcvb19qxtnTvSwfYr1hEIzV3phbiweNkoHu8CaLy64vNV11BJT+tg1l2NznN97HpLbpd8zaey6+oNQCplOBFNUlIRRh0ZS2ibNq0ne/AHfazZWrtoUk7F0pbKSMl+TB35XTJShBDLWWY2iqfpaCdbLlszbomPV7KbqfFoJ0UVYYLTvF5VVZWL3rweAD1ucOKFZnZetT41jliB2GAiK7DT3znM2m21bLs8NWbZthyGeqOUVhWlrykm65mW1E1OvNjM9jetm/GEzuXMthw6zvbiOi4dZ3tZu61uzvs0WpbFY489xqc//Wk+/vGPc/PNN9PV1cXnPvc5br75Ztra2li1ahW33HILr7/+Op/4xCf43Oc+x2c+8xmuueYa7rjjDs6ePcuTTz7J9u3bOXHiBO9+97spLCzk9ddf5ytf+Qr33nsvrutyzz33UFpays9//nMOHz7MG2+8wec+9zn27t1Lf38/X/7yl7nhhhu44oorSCaTfOlLXyIcDnPixAnOnDnDP//zP7NmzRq++c1vous6L730Er//+7/PVVddNWf/feRdKhac47goCjm9Sjy2aaNlfDGzLZtERE9no3i8rBRFU+ls6mflhmqOPd+UamSVMOg818eG3SvTwY94ROfkSy0oqkJZdRFaOJD6AjjmS2BsOMHgSDaKx8tKkUCKmA1js1E8jUc7KSpP1RU7tpMOXEyFbdlovjFNY93UtBOfTyOhW7Sdzt6m47h0twywaqRHkeM4qKqafp8nEyYnX2rB0E22Xr6W8ppiINVsrr9zGEVRWNFQmRVI8dYhxHTZ+TJSvGazEkgRQixBUz0nZmajeLyslPGCDJnZKB5DN4n2xwnWT++mjD+Y2oaZtGg+1klpdRFDPVFq11ZkBXmKy8Op6+y4QdOxLjbsXomiQPPxLnpaB6ldW57zhd9xHBwndS3icR2X/s4hbMvJ6sMiRhm6SVfLAABdzQPUra+iwDe3U2t9Ph833ngjL7zwArquU1FRQUVFBTfeeCNvectb+NM//VPq61NlXydOnKCjo4NXX32VL3zhCxQUFADw6U9/mn/6p3+irq6Ompoafu/3fo/t27ezadMmTp48CUBLSwtPP/00O3bs4K677kLTNL71rW/xzW9+k7179xKPx3nxxRe54YYbAPjyl7+Mbdt89KMfBeDXv/41FRUVPPDAA+i6zu23384zzzzDT37ykzkNpMjVrVhwhm5O2HPEspys523LGbe0pvlYF0bCxEgYRAYT6RKF5uNdrNpcw2B3FNd1sUyb5hOpnieu49LV1J/TKwXAMq10b5SxpFeKmC1js1E8mWm5RtKa8vstNY4w9/2cOtYsHNuhv3M4b41t57k+jKSF67rYppM1ZjY6EE/vQ+PI+99ImrSeSgVkXNel81xfVo2zZdhS8yxmxHacdODE45X2WFMcByqEEIuFZdlYxuTnw3zZKJ7xeqXky0bxNB7tnLSsZjx63KCgOMTqzTV0NfVjJMx0bxSAVZtrWLW5BiDdK8XQLXpaB4HUF/6xZShGwkz3V/MkdZPWk6n9z+zDIlK8bBS8SzIXOs72zluvlA984AN85zvfwTRNDh8+zO7du6msrOSSSy5JL3PrrbdSU1PD2972NjZv3pwu2zlx4gSVlZUArFy5kubmZv72b/+W97///enXrlmzhre97W3s2bMnXb6zadMmBgZSgaNVq1axffv29PLPPPNMVo/UK664gqKiIrZv384f/MEfoOs6R48exbLmtkxMQn1iQTmOQ2/bIIGQn+pV/pyslGTC4ORLLTRcVE8g5EePJTn26ya2XLaGXW/ZmLM+RVVQfSqrN9dy5Nlz6ccTkSS26VBSXYg9EpgZ6Bwd19pxro/aNRVohdnjkF0X1mxdwZqt+fdf7rSL2aBqat73M4CqKpiGRdupHirrS6aUBWXqJmdeb2PLpWsIhlPvadd1GeqNYegm1avLKasporQqfzd/zadiJEyOPHuOHfsaCIYDJBNm1oWdHjOIDesEgr7UOPAR3c0D6awUM2lx/IUmNl68Ssp9xLTZjos6JhVclYwUIcQSZeoWJ15qnrw0XIH1u8afRpovf9t1XOoaqljRUAWuSzJhEgj50+U0Yz9Lp7S/SYumox2s3FTDyZeaqV1bwUB3hPKaIna9ZSOqqtDVPEBRaYjdb92E67hoPjW7Of3IF34vK8VxHIb6Yugxg1Ubq9H8WlY2ikeyUrJlZqN45isrBVKBjl27dvHII4/gui633HLLuMv6fNn/ZgcOHOCll15i3759vPzyy7z5zW8+7/3x+/1EIpGcxzdt2sRTTz1FY2Mj27dv5+zZs+e9rYnIt0CxoAzdou10L03HOvPebddjqT4nrSe6MXST4f44rpsqPwgU+CksCWX9CRcF8Qc0hvtzu4Y3He9EGTn9eNkoHtdx6WrOzUrxB3w528j84wvIl0Nx/oJ53sven4KiIJZp0906wLk3Js+CMpIWrae6iQ3pJDLqlw3dpPlYJ22ne3Adl8KSAorKwnn/+IM++rsiJBMm/V0RXNfNykbxOLaTzkbxZGalJKJJYkM6rSdzJwEJMRnbHb/ZrPRIEUIsJV7GSGpQwsTNOCe/9swNLvgDPsIjzxtJi/YzvXQ19xMKBygsCc0oIJGIJSkoDtHTOkg8kkTzqXQ19QMKhSUhFFWhs7GPpmNdaD6VwpIQju2ms1E8mVkpRsKk5UQ3nY2p7FfIzkbxSFbKqJxsFM88Z6V88IMf5Ktf/Srl5eXTet3tt9/O/fffzy9+8Qv6+/v5+7//+/Pel7e//e38+7//O/F4Kmt7eHiYM2fO8Prrr3Pffffxvve9j66uLlzXnXLz25mQQIpYMF42imM7WIbNUG8sq4wgmUjVWwIMdEdS8+wb+7jo6g2paTsjH8BOnvHF+Ua1en1NzKSRlY3i6TjXl5NqKMRCsy0nNVnHTQUWJ7sAM3WT/pH3d9OxTpJxI52NYho2jp2azuNkTD0xklZWqrCRMGk5mTr2Wk50pbrzj0kzVn0qwYJAVjaKp3vkouncSEPovo5hKYMT02bZuYEURVFQFclIEUIsLZn9SxqP5L95OBsM3aT1VBfbrlgLCjOe7uL1RqlYUUJf+xAAbad701kptm3T1ZQaj+z1YbEsO6f3GpD+wm+aFkMj45EdO3VT1DbsnGwUT+MURz4vd47tsKKhkt1v2ZjzZ8W6ypzvQXNl9+7dbN26Nd1z5MiRI7zyyiu89NJLtLW18eijj9Lb28v999/Ps88+C0A0GuX222/n9ttv5+qrr+Yd73gHgUCA4eFhHnjgAYaGhnjmmWc4ffo0r732Gk8++STHjh2jq6uLp556iubmZl588UVefPFFjh8/zq9+9SsGBgb4gz/4A/bu3ct73vMe/uzP/oyvfvWr1NfX09bWRlNTE9/73veoqKjg1Vdf5Xvf+96c/TdR3MxvrhegRx99NN24RswvPW7w2lOn0x8AvoDGrqs3ECxIlSIM9UY5+lxjevny2mJqVpfT0zpIZV0J0aEEdQ1VNB5pZ/1F9fiDqTRJQzfp7xoe6e8wuj1fQCUYClBQHGSoN7t5rKekopBQYWDcxrdi/sixmZKIJXn1yVPpOxGhwgA79jXkTQs2khbnDrelAykA265YR0FRgMO/OIM5Uputagq7928iFA5gmjZtp7qpWV1OuDiUyihp7M+airVu+wqCYX/69QBFZSEcG6KDeUYrKgolFYW0nuxK70tlXQnrd62UEp9lYj6Oz6dPdqEqsGVFdpPE5870sGVFKZtXlMzp9oVYiuTcufhYlk3TkY6sRrDbrlhLWXXxrG9roDuCYzv0dQyzckMVnU39rNs+/ekulmkTHYzT0zpIb9tQ+vEte9eAAgWFQV57+jTuSFA7EPKz48oGhvuyb4p6FEWhuCLMkV+dS2eMq5rCnrduZnggNm5WRWVdqVw3LFKGYeD3+1M99Wwbvz91Xer97pX4PPXUU3zqU5+iuroav99PYWEht99+O/v27UPTNEzTTL9WURRc1835HuZtyxu9PLZ8aKEsjr0QF5zMbBSPl5VSvcqPoZvpbBRPpD9O3fpK+juHKakIM9wXp2a1TX9nhLr1RjqQEgj5KSwt4PTLrVmvL60uwu/XaDrawbqd9dMeBSfEfMvMRvF4WSn5AimZ2SiepmOdbLp4VVYQxMtKqd9QhZW06GzsxzJs1m5fgWM56WwUT8vJbna/ZWO630qm4vJw7n4kLU6/1sZwRsCyr2OYVZtr5IJITJltO/jzvF80VcF2pNmsEGJpyDdNp/FIJ9vfFJrV6Y9eNsq67fX0tQ9RWBpKZ6VMt4+Gz68RLAhkBVEgNbxh+5vW0XGuLx1E8bYdG0xQszp/2YfjOPS0DmaV3Tu2S3frAHXrKrOmc4qlIRBIXRMqipLVM1JRlHSg49SpU7z88ss89dRTBIOp92BTUxN/+qd/ytVXX521nszXj7etxRJA8Uhpj1gQXm+UsbxeKUbSIjaUPfatfkMVzSPBlbYzvdSvr6S7eYDVW2toPNKBOZK+aCYtzh1uR48bWX+6mvpRfRqD3VEifbHUsoaFZUnvBrE4GUmT7taBnMfz9UrxeqOMFR/WMXSTcHH2RVTb6R7MpEVnY+piqKdtEMu06e+KYI+Z+GNbTrpXylQkokkGuyM4jjuSEZPatvRKEdNhu7nNZiHVcFZ6pAghloLxpukkopP3Spmu2LBO/fpqWk6mrgXaT/eyYk0F7Wem30cjs0wnGE5lwnr7bRk2Hef6cl4zdjqQnXF9PV7ZfdvpnnSvFLH8/OAHP2DLli3pIArA6tWrufLKKxdwr2bP4grriAuC4zjEhhKpSPkYgZCf+HASX0CluGL0TrfmUykoDhI9ngqumEkL07SxbZcV9WW0HO8mEUtlpVimjaplv94TG9KpXVtB07FOiisKMZImPp+Gr0gi4WJxsS2HoZ5o3owPSAUBM+9kubaDZTp53/cD3RHW71pJ07HsPie25dDVPBKoccE2bIZ6o3nXMdQbpbJu8qlBZtKir3OY4oowhaUhknGDNVtraT/bi2nY2JYjWSliSmwnt0cKeBkpEkgRQix+tumgx82859W+jmHCxQUEQuf/dczQTQZ7o1TVlTLUk8oGtUybwd4oocIAtmVPq7zHNh2SidR+1zVUEo8kqdtQiaIoRAYTFJUV5N+PhEkw5Mc0LPrah6haWYaqKSQTJqHCAKHC3MzW2FCCQNAnWSnL0O23387XvvY1TNOkpKQEVVVJJBLcdtttC71rs0ICKWLeKSiUVhVRWlWU85xt2hx57hzVq8rZfGlq/rjruLiuy6kxpTptp3rYetkahvtSJ4zGIx1su3wtgaCPrZetzVrWSBh0NQ9gJk3ikSSGbmHoJo1HOwgVBlm/sw7NJx/gYvFQVKhaWUbVyrL8z4/5XfUpbLpkVc5yXuqtoipZx4XjOLSd6slKze1s6mft9hX0tQ9RWlVEb9sgVSvLGOqNUr2qbErHSGr8eA2QKtd77enTbLx4ZXrb0n5ITNV4gRRVkUCKEGJp8PnVVF+RcSgzGEucj+bXqG+o5Mzr7VmPt5/uZeeb10/7GtfnV9mweyW9rYO4jkvT0Q6272tAjycpqSikYkXxuP0EXdfFSJice6Mj1XuwKNWf0Luuz0d6Ey5PZWVl3HHHHQu9G3NGAili3imqgk/N/4E+3BcjGTdpP9ND9aoyQiM9GSIDcaKD2aU+ZtIi0h+ne2TMmjfutaSiMGe5M6+3Z73e59cwdZPoQILoQIJVG6spkKwUsYioqoo6hZtHtu2gaSr+wPTqrBNRazQbZcRwX4yymmJsy6H1ZDeDPVH0mEG4JEQikqSsJnU8pu5s5T9eNE0FDRzHpbejH8d2aDzayUVXridQIH2JxNTZzjilPaqCJT1ShBBLwHzdpNM0lUTSTmejeFIlu8PUNVSmH5voHO5RVZX+zgH8IR8tJ7tT5/T2IZJxg8KSgvRgiHxMw6L5eKoUv/lkFxt3ryIQlPO/WH7mJZCi6zo/+9nPePXVV+nq6kLXdWpra1m3bh3XXXcdq1ePH6EUFw4vQwRGmmG2ppph2paTNUEkU9uZXtZtX8GpV1LZKl5Wij/jA1uPGzlBmLr1VbSdHe3R0nq6R7JSxJLjui7JuEGwwD+t965p2uneKJnqN1bTdrqbNVtqaT+TOj4Ge6LUrqug6Xgn4ZJUOZ5l2oSLJ96eqZu0nUrVVxsJk8hgnMqC0glfI0Qm23XR8tyklPHHQgiRzdBNmk905X2u/XQvFStKKCgMYujmlM7hSd2kp2WAuoYq9JgBQHdTP5v3rqH5RCo4Ml6ZrpEwGRwJ6Ax0RjA2m1LSK5alOQ2kRKNRvvjFL9LX18e+ffu49dZbqayspLi4mP7+fpqbm/nP//xPOjo6+P3f/30uueSSudwdschFBxMk46NNqtrO9FC1qgzNp7LpktEyH8d2UFQlnQaoagp7rtk8uqKM9EDXdQmEfNnPkzrhtGSccHpbByUrRSw5hm5y5Ffn2Pnm9dN677q2w4p1laxYV5n1uKIqlFYV0nQku5dKV9MAW/auRVEUYsM6zcc7cwKWmRzHpad9KGsqV+PRTorLwpKVIqbEcV1cF+mRIoQQU+C60LCjbtzntZEU19iwTuvJbrZethZ/cPyvgZqmsnnvGo4/35R+zHFcIv0xGnbUjdt8PjMbxeNlpUgwRSw3cxZIefnll/nXf/1X/tt/+2/s3Lkz5/na2lpqa2u57LLLME2Tb3/72zz11FPLuo5KjC8zG8WTmZXiD/hwHIeOc300H+uiamUp67avwB/055037lEUhUDIn/W8aVg5TTdBslLE0uK6LgNdESzTpvVUD+svmvp7d2zDWMdx0qPrYsM6A93ZI5QHuyPYVi2qqtB4pINENJlu7pxPZjaKR7JSxHR4gZLxpvYkbSntEUIIT3AKNykM3aTxSAd6LDXNcmwgJfN62h/0ER1KpLNRPB1n+6hZU4E/kP8rZGY2ikeyUsRyNSfjj0+dOsXDDz/MF7/4xbxBlLH8fj/ve9/7uOmmm7j33nvnYpfEIjc2G8XTdmZ0LFoyPvrlrLdtCDNp47pu1l3vsUzDyppZD6DHDKIDiZxle1sHMXQZwSaWhlRWVWqUYG/b+b13LcMeSfe1sjK1MjUf78JIWiSiSYCskeOZ8mWjeBqPdmIkcl8jxFjpQEq+ZrOqgi09UoQQYlpiw3o6MJI6h2dfN5hJC8tMjSz2gi5jOY5Ld8tA3nN8vmwUT/PJrvS6hVgu5iQjpaGhgc985jNTWvbHP/4xb3vb2wiFQmzatIlNmzbNxS6JRcwybUJFQXa+eX3e5zWfiuM49HcNY1ujH9xtZ3pYvbmGky+3svWyNXnHsiYTJt3N/azdVpdaj+3gD/om3NZEGS5CLAaZ2Sie6WaleEwjlQ1Wv6GagsIAKzdWs3Jjdd5t+jLW7TV3HpuV4lgO5dVFlFYWjl0FAJp/TuL3YpmZKJCiydQeIYSYlrGBkehgIisrxbZsmo53Ub++Cp9fQ/NpbLw4dxIgpMqAHdtl7NwIVVVYtbmGFQ2VqYC35aSuqx1XRhuLZWlOAik+X+5qf/nLX/LXf/3XtLS04IzcSfK+sB47dmwudkMsET6/Nmm6XyKazCkVSMZNBrojxIYSqRn0YwIppmHRfKyTob4YdeurKPAFUTWVUDiQngYkxFKUmY2iaqkAYW/bIKs2Tb/Pj6HbDHRFsS2HDbtWUlwezrvcYE+UV35+MuuxfM2dfQENX6Bgmn8jIbKNlvbkPqdKjxQhhJiWzGwU77qh8UhHuleKoVv0tg5imzYbL071MxnvemA8mk/DH/Bx7o12qurLaDrWyboddfS0DLB57xop7RHLzrzdGvzLv/xLPv7xj/Pyyy9z7Ngxjh07xvHjx/nEJz6RDqyI5cG27aw75bbtYBqj6YNOPI410I8Tj09pfZZpExmMZ2WjANStr6T1ZCq4cu5IJ4aeXTKQTJgM9cbAhY4zvTmvBzCSZta+CbHYZWajqJrCnrdtIlSYCgy2nurBtmwcx5lSCq1pmLSd7mbb5WtRVSVdRufxUnfHS/H1slKEmG3OSCNDTTJShBAXAEO3sMzc61Hvmnk6181A1jVv5jm8sq6ErZetAUazUmwr1WsNYKArQnKGJbiO7dDZ1Ef9+iraRyZjtp/poW59VVY5kGlYGHlKg4VYauYtkFJeXs71119PMBjMevw973lPusmhWB6MhEXb6Z70h6SZtOhrH06PWnWSOsMPfB8nqU+6Lsd26DzXR0E4QO2aivSfNVtr0eNG+stiMm4QGxrte+Jlo3i6WgbyfmjHh3Xp2SCWFDOZ6vuzYl0FG3atpO1MLw0761ixrgJfQMNxXJIJk/YzvXkvyrLWpdtYhs1wf4yaNRW0nOhKByRNw6LxWCdm0sJ1obSqkBXrKlixroLatRXpnxPRpAQjxaybrNms7bjjTo0QQoilJjacIJnIE0gZuWae6nUzMBIY6U4HRFzHpay6iBXrKqhbX0VsWGft9tr0OTyZMOltG0y/vuXEzPqZ2JZDIOjDMu10/xVDt3AcB59fwxoJ7iQTJvHh5LTXL8RiM28RjDe96U0MDAzkPH7q1CkMQ+5oLhe2bTPUF6X9bC+WYWPbDl1N/TQfz80YmQpDt2g93UN0SKfhojrW76pn/a56qupLaT/dm7VsZlZKOhvFkycrJRWh76TpWJd8ERRLRiDkZ/WWWhp21lNQFKTzXB+26bBmfSkNO1K9gAa7I7Sf6cWcoAGtaZi0nu5mxbpK2s/0MtgTRVFGs1L0aJKuxn4SsSTBAj8NO+tZs20FhaUFGLrJyo3VNOysp3aC7v1CzNTEzWbBBSQpRQixHHgZI6kAxvlfjxq6RfuZXiL9qevgYDhAw856Vm+ppbd9iNZT3VTUltCws57KuhLaxlxPD3RFZnST0R/0UVlfms5u8bSe7KGyrpRA0Je+0dl4pGNG3wuEWEzm7er3Ax/4AJ/61KfYtWtX1uPPPPMM991333zthpgjtmWj+TSMhEXriW5wof1MLys3VtNxrg/XcenrGKKmOoBj2fi270qlK468Xg2GUMPZtZheiuC6HXV0NvZRsaKYYEEgVdrQHcmJlntZKYqqZGWjeLpaBqjbkOqVAhCP6KkxrtEkRsKUL4PivFmmjaKCps28Dti2HSzDIliQv4+PE4/jJHVsfwHNIxN2mo93Eb5sNf6Bfkx/mNaTPbiuS/u5PtZuq8Xnz31ve9ko0cEEtuXQ3dTP5r1raDnRRcNF9TQeTR1DTUc70zXUZtLi3OH21GSe8kHq1lflzRgQ4nx5U3nGazbrLaON7XYohBBLjNe/RI8ZJBMWqmmks08yy3nGXjdDKmMl8xo6s0yn6VgnxRWF6dHIZtJiuD/Gyg3V9HUOU9dQmeqNkpGN4mk+0ZXulTJVrusy1BfLmQZk6CaRgTjBgtKsG53xSDLvoAghlop5y0i544476OjoQNez09Ki0ahMSFniLNNmuC+OZVkM9UUxjVSAw7YdupsH0iU9rad6SA7HMU0XZfV6ok8+MWG6oqFbDPfFCAR9rFhXSX9nBNd1MXSLruYBAiF/zp/2s31Ypk0iauQ+H/SnGmlZTjobxSNZKWI2GLqJqZ/feD8jYU44ythJ6gz/5BFM02GwOwqAHjeIR5IkW9sY7I6mg4w9LYN5s1JMw6S7dYC69VV0Nval1uu4DPZE8Qd8OJaDHk+l3UYHEyRiydTx3DKAM3I8t53uwZS7SWKO2K6XkZL7nBe8kz4pQoilbmwPspYTXVi2k74+jv70J+nnoj/9SdZ1c75S+czAiKFb6awUy7TpbOxj5foqCoqC9LQOYiQsulvyX0/HhvScgMjkfxeLznP9edfXca4XPW5k3eiUrBSx1M3bLfjGxkYee+yxnB4pu3btwjAMQqHQfO2KmGWGbnLixWZ279+YykYZUbO6nBMvNqd/ty2HoTiomktf9zBrtu/CfO2lvOvMbFh19nA7a7bW0j6SlaJqKpsvXc1wbyyrVMcf1CiuKERR4KKrUuONHcPAbG1JPb9qNWogdZffy0bxDPVGJStFnBfLtGk+3kWoMMCaLbWo2vTj1Lbt0Ns+xGB3hM2Xrh43KyV05X6axqTONh/vZuvlm2j95bn0Y+Nlpbiuwop1lfS1D2UdQ91N/ex6y8Z0RoxlpC7Omo52smnPajrOjKb/2lZqXyUrRcyFiXqkjGakSCBFCLG0ZU7TgVRZjbmpCnw+sKYXyMjMRvF4WSmO7YxkhQToau6nbn0V0eEEtesqKKsuRFFUEtEkocIAybhBcUUhPv/0rmM0TWHzJasZ7otimaPXFr6ARklFIY7jZJXdJ6JJyUoRS9q8fWvctWtXThAF4PLLL8/7uFjcHMdBVVUs06b1ZDcVdcUM9Y5mo1TUlTDQFUlno3hazw6w8eJVDPf1oFy5iZJ1a3FVDcWf/SE6mo3ix0ymmtfWra+ivzPCinUVxIZ0zh5uz9mvi67eQNjv4niZT/E45vPPABAsfTtqOIwVCGdlo3iajnWx6ZJVEkwRM5JMmAx0RVAUhRVrK9OTdKbDSJh0nE318knGzbyBFDUYwikNMXj4bNbjetwgNqynGrpllL31tAxS31CZFUgJBH3oUZ2209kXXI7j0tMyQDyaJDY0eofLy0pRfSqOMbruttM9VNWXEpRx4mKWOY6Lwng9UiSQIoRY+sabiNdysof1h96Nahk48Xg6K6XourejhgpwXQdF07AjEWC05MfQQjllOoaeKudJxg3q11fReDTVRF5VFVpPdrPl0jU0Hu1kxbpKBnsiJBoNVm6spqd1kJWbqqf19/EFfMSjMc68nnt9vvPKhvQkn0yNRzrY/qZ1EkwRS9K8lfZ89KMf5ZFHHsl5/JFHHpFms0uQZdg4dqpEpq9jmPoN1bSezM5G6W7JbS5sWw6xoQQllYU0n+zBLSzB9hdgKaNf8vKNT9NjBqqq0NXcTzJu5D3xADQf65wwJTL6+GMkokZWNorHy0oRYros06ZlpF+J67p0NvWlx/xNlZeN4mWINB3rTJfXZG1L9dOScaxlajneTf3GqqzHvKyUzAZ2juPS1zmcdyR4x7k+atdW5DzeerKb+g3Z6/ayUhz5Qitmme2442Y6ecEVS953QoglbGw2imegO4rp+vCVV2T1D1TDYVAVIg8/wND3709f40Z/+hPix0/QdrInZ12QujYOF4cwdCtdrtN2umekbH6YVZtr6DzXz8qNNVSvLMMybAZ7ItMu7TGTFo1v5L8+bzzWSWFpOOdxLytFiKVoXm69//rXv+Yzn/kMPT09/P3f/326J4rruvT19fGud71rPnZDzJJkwuTIs2fZdsU6Wk92Ewj58Ad8bN67BkVRUDUFzaex88qG0ReN/JvrMQNVU1AUhZaT3ZiGTV/bIIECPzWry1EUBdt2qF1TTqQ/nvUh3na6h62XrU2X9pDvGloBJuiLpdWtxBf2s/stGwFwHRsnMoxaXIKiaqg+Fdd1pW+PmBYvG8XTea5/2lkpXjaKJzqYwEiYhMK5GXurt9SyenNNetvBAj+KouC6Lv6Qn4uuWo+hWyN3eNyR48rFN3LDx7EcyquLKAnaECzAdFX8fhWF1GHlD/jYfXUD9vAwqBpqUXFq3UE/5dXFWfuiqAqO5aAGpOmnmD226+btjwKgSUaKEGKJsy2HUGGAi65ajx7PvokXKgzg86vTGvHuq13BikCQ+o1VuIpKMmEQDPlRVRXHdQkEfVk3IfWYQTDkI1hRiGPblNcW03SskxVrK2g91c3mS9dMv2xXgY0Xr8p52CX1nc8f8FFRW5zzvKqpOLYzo5JoIRbSvARSrrjiCv77f//vnDt3Lito4rou3/ve90gmk1Les4REBuIk4yad5/pS41J1i5efOAGk4iW737qJUDgAGen+tu3QdqqHttM9qJqK5kt9WJpJk/Yzvag+lbLqIoIFgVSzS9uh+UT2XfdUN3ODsuriCVMAnXickkPvSv+clRIZDqNqLmq4AABroJ/hJ35EyaF34SvJvQsvxGQys1E8XlbKVHuljM1G8TQd62LzpYGsEh+vcRtAb+sgp15tpa6hglUNFfjCBVimTePpXuIRnfUXraS0qjBne76AhmqBUxRCd300vtqGP6CxaUc1PmwwDRRNY+iJHwGkjo/ykeOjQNJvxdyzHTdvWQ+MZqR4k32EEGKp0Xwqfkej8Y0OBnuiWc+t3FjNyk3VqZuTwVD6mtab1DP2Gte7vgVQQxoDA0maj3dRVFbAuu11+AIaPW2DJMdkXTce7WTbFWs59XI7q7fU0Ha6B8d2qFpZRmwoQdXKsmn9nfwB3+Tl8XINIZaReWsGcdNNN+U85rouf/RHf0QgIPX1S0UyYdI0Mha1q2mArZetobd9KP2866ZKA9ZuXZEOljjxOIatpO+2r9pUTagwQE/LIAOdERzHxTFsBnui1Kwux0xaqX4reVIKz73Rwfa9Gn6NnHHJHjUcTj9njX08GMJJJHAtE9e202PlJhvFLMR4xmajeKaTlTI2G8UTHUyQjBv4XSvnPZlMmDQdTx2LnY0DrFhXhY9UzbXruGy7Yh0nX2pm6yWrCBTmNvNWw2FsX4Dml1vYcukaOhv7MR0Nn+aA66ZrryH7+FD8flwzdTEmx4qYKxMGUtTRZYQQYqlw4vH0hB01GCJpkBNEAWg/20t1fTEB1UYrKs45z469xlXD4fTNDj1m0Hqyhx37Gjj1SiumYeE4Ds3Hsm/4eMvGh5NUrSql41xqgl90MEH9+ipaT3VnjU4WQuSat0DK3XffTVVVFR/84AfTj337299mx44dXHzxxfO1G+I8RQbi6VFlruvS3xVh+5vWYWQEPRSFrHREx7bAVmnYVI4aLsAf9JOIGqzZVsvhX5xJL9d8vIuyqiJMw8IX8LFhV31W129FVdAUB1VVcAx9Rl/gnKTO8EM/oHD/NcSe+ln68cxeKiWH3iVfDsWUOHYq6LBxT24qK6SOg6mUiqmqwtptteM8q2ChMjYcE+mPpccku66bGmu4qZqWE93Urq2g5XgXxRWFJOJG3kAKpIIxvoCPruYBKutKaDrexbpSHePFZ7OWyzw+im86ROThBwA5VsTcmahHSnpqzzTS3oUQYqF544oBit/9O7iuwoYt42RD2zaOa09UrZ5XbDhBeW0x597ooK6hku6WAeo3VLN2+4rchV0XVVOpqC3JCrS0n+2lYddKVE3K3IWYyLwFUh566CG++tWvZj32nve8hz/8wz/k61//+nzthjgPmdkonu7mAerXV1JaVTT+Cy2L5OOPEgAK3n6Ik691oMcNtuxdk9Wk0hrJSunrHCJQ4KeopCAdIfdsu2w1iplEDUytFGxsSmT6TkBxMSWH3pU/LTIoo7jF1KiaSmFpAYWlBee1Hr/qUFmW+jh2kjqJ558DoODyN6H6LFLdS0YlEyZNx7KPxc7GfmrWlOM6LkO9UXrbh9h6+VqajnextSRMIJj9cW8aFs3HOqlbX8WJF5qxLZuCohBuXS0lt9TjxGI5ZXGpHZQvr2LupXqk5L+IVxQFRQHLlveiEGJpUkyDgkCAYGXqetbVE8R/+QvCb74aJVQAroGqTZzR6l3jetetXjaKV6YTLg4SG9KxTYvqccp0TMPizGttWY9FBxMoIFMshZjEvHX1ue6669i+fXv2xlWVjo783Z3F4pOZjeJxXZeOxv6cCSVOPI410I810J9KZYzFcC2bZNImOpjAMmyiA3EKS7ODFs0nuqhdXUFP8yDBAj+WYWHoZvpP88keKMxNc5yQ4+LaNq5lpkt53GSqQ7gSDFJ41f502Q+kvsh6ywkxH9RQCF9pKb7SUlS/H7u3B7u3B9XvTz025v2emY3iSWWl9FO/oYqupn4Aupr6U1kpw3GcRCJ9XDrxeDobpb9zGNd16W0bSmeluAXFaMXFFO6/hsL916CVlKS34yRGjw0nFhs9xjPWLcT5cpzxm81CKitFMlKEEAtl7HXulJaLxUYfj8VwDQNFUdBCBaiFRRTsvQK1sAh/RSX+ikq0ouIJt+OV9KjhMI6uExtKZaN4NyE7zvVR11BJ66kejGg8734a45QnNx7pmPbUHiEuNPMWaozH48RiMQoLRxsfPvLII9PqSC0WjqGbDPZE8jau1GNJLNMmkNFUMzN90eO/aA/nMlIH2870suniVTlz5VVNpaisgM6mAdZsq836gHdsF9ty8PmnluzolfIAWeU8maUKhfuvydlnKVkQi1XqWIyO00RWZbA3ms70GhgpvRvsjhAKlaBZSYYf+D5Fv/k7DHbHqV1bzrHnmtKv72kbpLy2JNX01jTTx0tmOU+m6OOPAqON74Yf+L4cO2JWTNQjBVLlcNIjRQixUKZ6zZjvehhGz5/e613bJvbUzyi+6dCMtmPYMDwQp6y6iLbTqTHItuUQH9bxB324qg8nGc16vWlYDHTnv55Ivd7GH5SsFCHGM29Hx/XXX8873vEO3v72t1NSUsKxY8d48skn+cd//Mf52gVxHnx+jYYd9eM+P9m0YCUYwi6rIdo4GkixDBtDt9i4oxqzuQm9YiWDPTH6u4axzFTmypotNVQUprJd1MJC1GDBpNuaLrW4OKvsR4iFlK9DfybNr9GwM/dYtJM6lulw+FdNWY93nutjVYWN6o5eKCmOzYq1lbSe6s4KZve2DXHxW2tSF11JGUMoFs5kgRRNUbBtmdojhFgevF5qk/VUG4/m2tStLOLMseybk+1ne7nozeux25rQqiqzX+NTqWuopK4h+3EhxNTMWyDlwIEDlJaW8sMf/pBz586xevVqHnjgAdavXz9fuyDOw3Rnu2d+GXTicYyBIc6dG8pZrul4JyWXr4KySk6/2oYzpua95WQ3K+nGPPIaRde9HTecxAWYYFpIZlf0zDRGxeej+B034wwNoRQUpF+v+P055TwyxUcslMypU/lo4xyLrgF9ndGsvkMA/V0RVm1aj6pY2F5pWzSCpQbobOzPWU/7mR7WNJTiZpTwuLqevkumaFr67ljRgetRCgpQVA07msock2NHzAbbddPTefJRVSntEULMr/GuL73zXr5znuLzp8+fbjxO9Gc/BaDomutQS0tTU/AcB0cfWa+uY/X14boOaiAw5WtTTVXQXY3hvtHyIUhlpfR3Raitq0Md86Gqquo8NnkQYvmZk0DK8ePH6evr481vfnPW43v37mXv3r3jvs5xHB588EFuueWWudgtMY+yRhArCrYbzMpG8ViGzdBgEtf15QRRIFWasPKSdXD8jbyTdcaOkgOw47H8ZQhPPAakSnkyR8VZA/05aZcyxUcsNZat0H62L+9zrae6WLe2mNjI+1o/fYq+MidvaWV3yyC1NUGMjLTjzBTk4hsPpn9WgsGcY02OHTEbbMfF5xv/Cl9TFGk2K4SYV+OW6Yyc99I3EDOuS52kPjrp7uZ3psvJ1aIi7P7+rAmSmesCpjVh0lR8NB/PbhrraTvdQ0XdBgrCUxvUIISYmjkJpGzdupV/+Id/oLGxkfe+971Tek1PTw/33HMPt99++1zsklhASjBE0Ad79heCoqJoKq5pYQ8OAKCWhXH1BBdftRZneBgAraw8/TyWgVZcjD04mLPusbWjAE4kt2lWJq+UR4jlRFVh586y1M/FxaP1dq6LE4ngZnbuLCikplyjprw861jzflbMJGphIU40mrsh101fCCo+qZ0Wc2PSHimKjD8WQiw++a5LPW5m77HfuGnWt71+10jZr5v+H0ABBbSJUvyEEDMyZ1fBH//4x3nggQe47bbb+K3f+i2uvvpqCgpyR4SeO3eOBx98kHg8zh133EF5eflc7dKy57rujGsr55JWUMDY1rC2lUQLp8a6uYM9RH/2U4quuQ6fN4JYsfEVF6THE0PGCFbHRdG0dAfzwqv2g6bhWhauroNtp7JOiopwdT2dieK9fmw6pFeGlHdbyDhkMf9mcixrroXiHVPRAaJPjKQPX3sDvnAIxa9RdOA6ok/8lFBdLWpJIa5p4g73Ef/Zo+lltXDq/R44cP1oCc+1N6CEUo8rmkbsxw8DqYvE4psOoSgqjp6QUeJi1jiOizrB2B5pNiuEmG9jy9azrhlDBSiahp1xM8+Jx9GKS7JKezxuMolWknpO9fuxh4eIPvFTig5chxouxHVdVH+AouvePuG1qXe9ECyYeFSyEGL2zentxEOHDnHgwAF+/OMfc8cdd5BMJgmFQhQVFRGJRFAUhS1btnDw4EE2bNgwl7uy7Lnu9KbZTGRsuczY1Px85TQTLT+WHY1kpTp6vLpRSE0J0cLZXcS9IIgdjzH8/fvTj49Nfczk3Tn3Xu+V8+SsNxzGGvNYvmWFmIh3bJxPbxAzaeE4zrQvilzTTB9TmXe6MstvvLRitXCclOLMEp6MyQFqYWH6eLCHh0YzUjQtq0QOso8db2wjSL8UMT22O/H4Y1VRsKTZrBBiHmWVrY95HGAo49oUUqU4412jZl7zFu6/Bq2kZGRdhQw/9EMgdbNCKy5On3O14mK0ktL06wzdxHVdCaIIsUDmPC+7qKiIW2+9lVtvvRVIjUHWdZ2KCvmSOpsM3eL4C01svWwtwQL/ea1rslFr+dIWpzM22NH1SctvnEgERcsNCjnJyV8rxELxjo3z6Q0SjyYZ7ImwalPNuI1lJ5WVzTL6s2tZqfGKGX1OpssxjKyxyBOFbmWkuJipSaf2qAqGJYEUIcTy4PUsG9u7bKJzbnQogR4zqFtXiTJR5FkIMSfmvcA9HA4TlovpWeW6LoM9EeLDOpH+GMGVZQu9S5Oz7VRJgKbhxGJEH380XT7gRCJg20DuKFgnmVG6U1yMm0ziJhLjlvJoxcWUHHwnqMqkZQaTjZ0VYq6ZSYvGIx0koklq11Sky9+mIvP9i6qONrQLBtPlN67rpJ/3VVZSfNMh3ERi9Jg5cD1qURGQmmaV73hQFDXvz9725dgRs8GZtEeKgiWlPUKIBZLvmrHk0LtwotGsc6pWWjpaApuIpzM/i669AbUgnJ7O4470Hxt77nUSifQ2M8+5hm7SeKQTy7CoXFFCcBrXC0KI2SGdApcBQ7doPp6aiNN0rJPiisIZZaV4ZQljR63ZmoZjGCiKkhoVnPl8NIoSCqW+tNn2uKPZ7GgkPdrNTcSJPfMURQeug4LwaO+FUAg3mUxH3ouuezuKpuHaNoqi4FomTjz12vTzwWBWt3S1tDQrBVLx+XFHgjKTmWzsrBD55BuHmHkcKH5/arwhk5e3xKNJ4sOpdXU196ezUiYrt8vZp+Hh9HGU2ezOHbkgcxMJ8KcuupTMIEkwmD5eFN/oZ4jr2OkSHUcfvahz9ATWQH96n7z9Gu+zRMYii6lwXRfbddEm6ZEydtS3EEIsNLWkZPRGRklJ6hpW00aCLaOfWWpBAUoggJvUcQwDNx4n9tTPssYiO4l4+toZRs+5qCrRhEIybgDQ1zksWSlCLAAJpCxxXjaKZaS+/Bi6NeOslHxj3cbWd+aMYhuJunvPjTeazdHz9EQZaYbpnXCcSCRnzNuE2x55PuvvMCYFUrFtKS0Qc2q848ZTfNOh0R4lE7wHvWwUT8fZvnRWylRKZMYby2gPDub2QnnisfTxlHkMObFY1vGT7rmS8XO+v+fYfZrsv4kci2IiXnxkou8EmqJgOVLaI4RYGOOVuRffeHD0PHrjQSKPPJReJrNsx3Vd3HH6BY7bV2XkPBq46hoam0e7tLSe7JasFCEWgARSlrjMbBTPTLNSxpteowRH586rxcXZHcQPXJ8qx4lGwbbHndihhkKjXcsT8XRncqUgnEpjPHgLit+f0518wm2PlO54KZMTpUAKMVfydfHPPA6Y4l3zzGwUANdx01kp096PkXI5AK2sLCetuOjaG9KTBBRNG83iGlk2tb7RY09R1PEnFYw0gc63LzIJS8yEM/JlY8LSHlVJLyeEEAvNO+9lZUGranaZjmmMNmv3+1FULWuijzfBUk2XAyk4up59Hi0qYjiukIy3pDdjW45kpQixABZNIGVwcJCysrKF3o0lZWw2imemWSljp9cUXrU/leqfTI5uM5lECQbTpTxeP4XMMoJ80260omK0omIAzN4eAJSCMP6q6pxlC/dfgxoOjwZoMrathkIU33gQxedD8fnQSkpRvDKCpJ5ddhCPpcqOrtpP7Jmn0qUFUlYgZlO+Lv5ecCH3PZm/vGVsNoqn42wftStLUadQIjPeNAEgfZzZQ77UdIDiktRFnGPjmmbW3TPUVADStUbX4uiJ9Lq14uKsv7tMwhKzzRtrPGGzWQXpkSKEmFf5SnnTPzsuij/1tSpzsh2Og+u6OKaBMzw0Wr4+cjMRUjcbvfw6JRzGV1qWXrdXVgup86gTLKTxpXM5+yZZKULMvzkLpDzwwAMcOpSKsv7kJz/h7W9/+4TL33777dxzzz3U1tbO1S4tO4Zu0d08QCjPh2ZnU/+Me6WkaVpuymFGev7YsprZkFmak6+UJ3PbanExGuOXNHhlR95+jleGIMRcmE55i6GbOJaT91ju7xyiqPXEpOuY0j6ZqeOr+KZDKE6q7G280p7Mx8eWKgkxl9KBlEl6pLhuKntlooCLEELMlnGvN0fOkd55M991bG5p/Oj44ymfV1UVPWagQN7rheGBOFUhv2SlCDFP5iSQ8vWvf50vfelLHDp0iG9/+9v86Ec/mjSQEo1G+fCHP8wPfvCDudilZUnTFLbsXTPu86o2sw/SvOmJ+ZYrLs7qVO69dtL1j5T5qKHcZadTjiOlO2KxyZxc4921mgp/0MeOKxtyHncMA7O5EceaWsPksfvh/exRRr5wKplfPEemYHk/TyazzEcmYYm5MJqRMv4yXvDEdtwZn+uEEGKxUIMj18bjlMoCKIEgoXGuFzyu66Ign4lCzIc5CaS8733v40c/+hEAt956Kz/+8Y8nfU1PTw979uyZi91ZtnyBuUko8tLynXh80j4HmWUFU5VZ5uNJT/nIKINQfD6K33Fzuv+KEgxm9WPxupcrmpYecZy1r17/lqGhrH2XL3Riroyd/DTVPiGBUP7MMccx8a2swykvJdrWPOE6xtsPOxpJl9O5CW+qUAw1XJjukeLdYSu69ob0nTFF09LrG++4n+5/DyGmYio9UryJPrbj4tfGXUwIIWZNvp5oMNKzr6gIx7JwY7H08oo22gNFDQQpOnBdOhNlbGmPVlScVTqb3uaY86h83AmxeMzJN3FFUQiFQhiGQSAQyL77CfzoRz9i27ZtrF+/HoD+/n4ikQjvfOc752J3xAyN1+cg3fth5I6769jp8WzeySDTVEa35i2DGDMRyLUsoj96MO++er1ZsvbV698yMi5ZejSI+TQbfUImW4cTj6frp8c9tiaYmAVQfPCWjJHhJWilpUBuXbYcO2K+TKm0Z+S6IjW5R75aCCHmXtZNisxG7cXFOIaRdwKPp/imQ+nACeT2CfSulaWPnxBLx5w2m/2Lv/gL2traOHXqFO9973txHIetW7fy2muvkUwmufPOO9m3bx+vvPIK9fX13HDDDXO5O2KGxqbnjx355tp21pjUnEDKFEa3TroPhYU4w8PT3ldvm5m/CzGfZqO8Zbx1zMaxheuONos+eMus7rcQMzGlZrMZGSlCCDHfXNPKOHdO7UZw5gTLseXt3vlc+vgJsXTMaSDlr//6r1EUhdtuu41/+7d/4w//8A+58847ef/738+///u/87//9/+mv7+fX/7yl3z4wx9GVaXnxWLkfaCnJ+PE45TcdAuuY+PaNm5G53I3EU+XEajBIK5l5XQ2zzc5Z8JxqSOd0PONRx5b4pCvlEBOSGIhzUZ5S+Y6MrNQ8h1bMKbsLhjKO15R8Z4PBDLWEcP0yipCIclCEQvCdlLzK6baI0UIIeZD1tSezIl8egKtuITimw6lz7NA9rk2GMopbc83BWi8c7kQYvGZ9UDK8ePHeeyxx9LlPZAq9QkEAqiqijZSd19WVsYXvvAF/vRP/5SBgQH+7u/+brZ3RcyisaU3xTceJPLIQ0BqTLKX3ugmjXTZQPE7DuEMDaZLa2D8yTlTLYOQcariQjfZ1ACA0nfdmg62KBnTt9LHqW0THfMY5E4RGJtdJsR8sKfRI8WyJZAihDg/Uy2rmej8603lKbn5nenzqlpUxPCDqSEaxTcdyumBMp3pfkKIxWfWU0C+9rWvcemll05pWcuy0oGVlpaW2d4VMV80jdhTP0ulOGY0qMR1sn8XQswLxzAYfuD7DD/wfRzDWOjdEWJaptMjxcteEUKImfICGtOZtjce17LS18SuZU3+AiHEkjXrGSkf/OAH2bx5M/feey/f/e53cV2X7u5uvvvd79LV1cXTTz+NoiicOXOGBx98kE9/+tMkEgn+7u/+jq985SuzvTtilmR1Ko9GUVSN4hsPgqKmAibecoWpSSA4DoqqoRYX5y3HGXfayCR9GaRvg7jQjT0WvabMRQeuTzdYJqPcIXNcMaQyULSyMkoO3pIak5g5nefA9SgFBant5BlPLsR8cEbevxMN8NRGbgNJaY8QYr5MPLWnOH1eHX2BOm5PlPHWN5XJfEKIxWHWAymbN29O/7xixQoGBwdRVZVwOMxHP/pRIpEIAIODg9xxxx3pZXfv3s0LL7zAZZddNtu7JM6THY3gJpO4rovqD6CEQtiDA6ClAiWunkwv6yaT6S9iqAqKokIwmEpztO2sqT9AesxyZkrlRGmMMk5VLGb50oOnMrUq3zoyl898TPGPjkpWMi7M1JISXNMEwNVH76o5iThqYWH6uIs99bNUunBBGCepp18DpEaMjwRWFFWyycTCsB0XVVFyJv5lGp3aI4EUIcT0ZfUnGRlZ7MRiE/YnybwGzfzsUUMFoKm4poubGO2d4iYSo9fEeWStL+MxKVsXYmmY02az+/fvB+A73/kOBw8eTD/+ne98hw0bNmQt+773vY8vfelL0w6k3HfffYTDYRmdPIcyx6em+ymMlPOMNXZkMZBezvt9bGdy6VQulot87+XpTtbJt3zmY8U3Hco9HkkFMb2+RZmijz+aXle+7WSuw4nFRqcQyPEoFojtuumMk/EoioKqSEaKEGJm8vYnGTlfwuTnQDcjG9t1HdyMa+X0+jKuiaXvmBDLz5wFUrw7SbZtU19fn/XcX/7lX1JWVpb1WCgUIjzNi/ZnnnmG73znO3zgAx84r30V02TbqCUl036ZWlyclY0ihDhPtj0aCHEn/0LppRFnHYeZ67DtOdpRIabOy0iZjKYqWNIjRQixANRAYLSpbCBw3v3IMs/PQoilYU4CKdFolNbWVn74wx8CcNVVV/HDH/4Qn89HIBCgtLQURVFYs2YN/ow09Ysvvpje3l6qqqom3cbRo0eJRqPs2LFjwuUOHDgw4fOf/OQnJ/8LXaDsaARH13EToyNWFZ8PpbAQxeej+DduAlXF1fWsPg1KMJhKk7RtlGBgtD40GEyPTy68aj+uZWH29qTTIGXk24VluRyb444vdFxc18nqQTLeezzfOjxmb09WqY6r6+ljStG09B210nfdmjPmGKDowHUoBWEUvz+nNC7fyHHpQSRgYY/PqQZSVEWRjBRxwVku586Fpvj9o+fMRJzoEz9Nny+958cae672MjhTPVKKKD54C24sNu7444lI6boQS8+cBFJaWlq47bbbMDNq7wF0XceyLM6ePcvg4CAdHR0oisLevXt597vfzd69ezl16tSkgZTOzk5effVVfvd3f5cnn3xyLv4Ky95URr05k6QpFu6/Bq2kFMVrcEmqW3nmMpm80XDez5EfPZi9bhn5JpagycYXZo0XHuc9Pt5IRXtwMKeELiv1+OAtoyONXTd/yY+VGnU8trRnqiPHhZhvjutOOLHHo6kSSBFCzIxrmjnnTO98CaM3GjJ7lk00/jhzPelt2KPrK77pEIqmTatnmhBicZuTQMq2bdvYtm3blJd/9tlnufvuuzl06BAXX3zxhMvG43Huv/9+Pvaxj01p3U888cSEzz/66KMTPr9czUZfErWwEMXvQ/GlovpOJCKlAWLK5Ng8f67rpgMt3p01YFrlOjIJS+SzkMfndDJSpNmsuNDIuXMOeOfMMefLsT3LprWukZ8nWp8EUoRY2ua02exU7du3j3379vHMM89gWRY+3/i79f3vf59XX32Vj370o0CqxOfEiRM8/vjjMj55EuOWIIw8PzY6roZCFN90KJ3yCNmlO87wMK5pjkziCaZfV3TguozlR9Mk1WAwHeF3EwmK33EzKApuIkH0icdk5JtYksYdXxgqyCntGe89ni/FGEArK0sdg7qezkQpuvaG9LSezHW7iUTekh+vXGfckeOSTiwWmVQgZfLlVFXBlh4pQogZGO/cXfquW1P9ThwXRx+dwOPE42glJXnP1UUHrkMNF4LPhzM0lFXaky5vDwSxI8NZ65NydiGWtnkNpBiGQSAQyHn8/vvv59Zbb+Wqq66adB2/93u/x+/93u+lf//0pz/N5ZdfzrveNcVI8QVsshKEsdFxragYragYq683/ZgSCOSdDDK2bMczNk3SV16BBQz/9Cejvw/0A1JWIJamycYXeu/vsY878Xj6OUXT8pbleKU9mdkmSiiUU3IHudMB8m1TiKVgys1mpUeKEGKGxjt3u7Y9ej6+av9o2U8igWUY417rDj/0Q0oOvSvdEwVACYezbmxkknJ2IZa+SQYMzp5jx47xvve9L+9z3/zmN2lsbJyvXRHT5GZOA5nCxa0QYnJeYHP4ge+fd7d/IZaTKZf2qAqWLYEUIcQc0TRiT/0sFTzJyAAVQgiYx4yUX/3qV3R3d+c8bts2LS0t3H333fzzP//zfO3OBWncEoRJymlU/+iINyUYpOi6t2dN+VBHIu4lB9+Jl4/tLa+VleX0Xxg74k1GvonlIt97eSo9SBRFzaq/Hnv8KH5/+nmvJxHkphaPltFJ3xOxdNmuizqF2zypHilS2iOEOD9jz93e+dO1Rtuxq0VFqMFgqmmsooKq5Jyr1WAI17YzplWGUtfHY669YfxSXyHE0jEngZRXXnmFiy++GCXjjtIHP/jBvBN2Xn75ZXRdn7TJ7Hg++9nPznAvLzyTlSCMldlTZfRBByUYTDflyvd6a6A/nfrole+Mtx/5fhdiqcr3Xs58LLOcBzJSgzMaQigjd8Ag//EDoBUXA6nRyOnXFYTxV1XPzl9EiAVkOy4+3+SRFE1VMCzJSBFCzA1X17N+dn0+FE1LT/AZ71ztnaM9Y6+9vcek7FaIpW3WAynJZJKPfexj/NVf/VXOrHslT6rut771LdauXcv73//+2d4VcZ680oOx/U/y1YcKISaX2adovOMqa/qOEBegqfdIQab2CCHOW+YkSyB/T5OMPmRTnuAjhFjWZj2QEgwGufvuu/k//+f/cOWVV1JQUDDuss888ww///nP+c///E+CGVNfxNybSjmNt8zY1MaSg+/EdR3UQADF5x/3dd7PQoiUzGMj57jySncyyngmO368yVrez0IsB7bjoE1hbE9qao8EUoQQsyerDD4Wy5qYpxYWppcBpn2tK9fHQiwvc1Lac9VVV/HHf/zHfP7zn+czn/lM3mWOHj3KnXfeyT333MOOHTvmYjfEBKZTTjM2tVEJF87auoW4UOUcV0VFACiqhlZePN7LsniTtabKK9eTUYtiMZve1B7pkSKEmL7M8nUnHs/6f8gNdKiFhXlL1Sda79hzrVwfC7G8zFmz2RtuuIGOjg6efTD0L8UAAQAASURBVPZZ9u3bl/XcAw88wA9+8AO+8pWvsH379rnaBXGe8o5LzkhtLNx/DVpZmZwUhJiifMcU5KYMz9UxlZm+LMetWKwc12UKCSkytUcIMWN5r3HHjCQ+3/XKuVaI5W1Oxx+///3v56WXXiKZTAKQSCT4t3/7NwoKCvja177G9u3befHFFxkcHJzL3RBCCCHEEmE7LuoUIimaquACjpT3CCHmgFeKI5MlhRD5zPn449tuu41HH32Um2++mVAoxAc/+MGs5/fu3ctXvvIV/tt/+29zvStimrwTSNa4tgPXo4RCONEo2HZqCknG8hJ5F2J8+UaQw9yOQRwvfVmOW7EYua6L4zLl0h5INZwNTCWFRQghRuQ7H489F0+nFMc712aWB8m5VojlbdYDKa7rZk3nCYVCXH755UD+qT0Al19+Offddx/vfe97Z3t3LlgT1WhOlXcCyRzX5loW0R89mLVc4VX7QdNwR8a9yYlCLBezcRxlyjeC3Ht8ojGI57MfU0lflmNWLBZe89ipBFK8rJVUn5Q5TbAVQiwzWefjkV5Laig045HEcq4V4sIz64GUL37xi7iuS21tbc5zXV1d3HfffXlf981vfpPNmzdz2WWXzfYuXZBms0ZTDaYmgziRCNh27gKalh7dKicKsZzMZa3zdLr3S821uFDYbiqQMpWpPd4yMgJZCHFefD4K918DvjlP1BdCLCOz/omxfv16HMfJO87Y5/NRXl6e87jrulx55ZX88z//swRSzkO+FH7v5/NJLfSWVzQNSJUhuIkEaBpqUVHW9BFJYxRL3VwdR2NNJWV4NlKFp5K+LMRiMZqRMvmyXmmPjEAWQkyXHY3gjFy/uok4sad+RtGB6zBNE0hlp0xnKl7ecng51wqxrM16IOXQoUPjPvef//mf3HjjjXmfe8c73oFhGLO9OxeUcSeCzEJq4diSBNsw0lkos70tIRbSXB5Hs7Ev092PfOVEk5USCbFQ0oGUKURS1HRGioxAFkJMj6PrRB5+IOux6BM/Tf9cfNOh6QVS8pTDy7lWiOVtURUVBwKBhd4FIYQQQiyQ6fRISTeblRHIQgghhJhn81oM2NfXl9OMVsye+ZoIogZDKJWVFN90CEVRcfSEpDGKZWMhJutMti+ztR/e+uTYFIuVF0jRphJIUaW0RwgxM2oo1f8PUqU90Sd+StGB61AKwunnZ7TeafQ/E0IsbfMaSPnGN74hQZQ5Mnaqh6JpqcZZgFZcjFZSOmvb8r7EaSO/WwP9Wc9JGqNYymY6WWc8403cmcokntlOFZ7OKEchFoKU9ggh5oNWVJwu3bGGBincfw1qSSm+0rLzWq+cZ4W4cMxZac/Jkyezfh8YGODJJ58EwLIsHnvssbna9AXJ66Uw/MD3U80pR3qYxJ76GY70nhFiwYw9Nid7XIgLme2NIZ3K+GNFQVEkI0UIcX5c0yT21M9wRxrNCiHEVMxJIOVXv/oVn/rUp+jv7+fFF18E4KmnnuLHP/5x+uevfe1rc7FpMUJR1Lw/zwUvjVFKBsRys1je24tlP4SYa974Y3WKpy1NUaRHihDivHjZ8pI1L4SYjjkp7dm7dy8NDQ309vby3e9+lyeeeIIbbrgh/fyBAwf4xje+kfM66Z8yPWPHtBZetR80DdeyskcS64l0+c1cjCSWNEaxXJ3Pezvv6OJYDNO2gdFx4t6yE400lmNMXCim0yMFUn1SpLRHCDFdY8cfAzjxGKYXzJ3m+GMhxIVnVgMphmFw5513EggEUBSFzZs38/nPf554PM7p06c5duwYH/7wh4FU6Y/3s2EY6LpOZWUl99xzz2zu0rI2djRq4f5rZCSxEItE3tHFjz+a/tnrYQRyjArhsR0XhanfGU4FUiQjRQgxPbM9/lgIceGZ1UBKS0sLn/nMZygqKuJDH/oQAPfddx/PP/8873znO9m4cSP33nsvANdddx333nsvZ86c4a677uLb3/72bO6KEEIIIZYY23HT03imQlUU6ZEihBBCiHk3q4GUDRs2MDg4SFdXF5deein9/f3ccsstvPe97yUajfLAA6nIr+u6vP/97+fOO++kv7+fD37wg7O5GxeMsWNa3UQi1XW8qAhX14k+kWroKyOJhZh/eUcXX3sDyshIxczSHjlGhUixHXdKE3s8mqpg2VLaI4SYnrkafyyEuHDMeo+U++67j8LCQi666CKOHDlCMpnEtm0SiQR79+7lG9/4BrquU19fzyc/+UkeeOABfvSjH7Ft2zZqa2tne3eWtbFjWodHvqyVHHoXSlFR1nIykliI+ZV3dHFhYfpYlLHhQuSyHXdKE3s8UtojhJiJzPHHZm8PAEpBGH9V9ULulhBiCZn1QMqtt97Kd7/7XdauXZv3eXekiZOiKJw+fZrVq1dTWloqQRQhhBDiAmc7zpQbzUKqtEcyUoQQQggx32Y9kFJTU8PQ0BDf//73J194xCuvvMJll11GXV3dbO/OBSOzzMcrDRj7uxBi/uU7Nid6XIgLmTWD0p6kJYEUIcTMeWU+Us4jhJiOORl/HAwGcV03nX2iaRp+v59wOExJSQn19fWsX7+eigpJZZ8t+cajZv6eOSp5LkYgCyHyG2908XiPy7EqLmSp0p6pL6+pCraMPxZCnIfMMp9Mcj4WQkxk1gMpruty8OBBnnnmGW688UY0TUNVVYaHh/n5z3/Ozp07eeqpp3j44YeJxWJccskl/NZv/RZaRuNFMfsyR7HKeFUhFi85VsWFbCYZKZYtPVKEELNPzsdCiImos71CRVEoLy/nm9/8Jpqm8e///u8UFhYyMDDA008/zcUXX0x1dTV/8id/wuc//3n27NnDvffey/Hjx2d7V4QQQgixhEy3R4qmSLNZIYQQQsy/Wc9I6evr41e/+hXr1q2jrKyMq6++mm9961usWLGCWCzGkSNHqKmpQddTqXJbt25l69atnDx5koGBAcrLy2d7ly5YmSmJTjye9biFpCkKsVjIsSpEiuW4+NWp3+NRpbRHCDGLJjsfg5yThRApsxpIGR4e5itf+Qrbt2/HdV2CwSB79+6ltbWVXbt2MTQ0xLPPPktnZyc///nPcRyHqqoqfuu3fovNmzfP5q4IslMSM0UzxiTLiUCIhSfHqhAptu0S8k2vtMdxwZlmSZAQQuQz2fkY5JwshEiZ1UBKMBjkf/2v/wXAD3/4Q7q6unjkkUdYu3YtJSUlVFdXc9ttt3Hq1CkKCwupr68nEonw4IMPUlJSwsGDB2dzd4QQQgixhNjT7ZEyUgZkOS4BCaQIIYQQYp7MeiDFc80111BUVMQHPvABAAzDYMOGDamN+ny0t7dTX19PcXEx733ve4lGoxw5coQdO3bM5i5d0DLHqzrxeDqaXnTd21MTQ2TkqhCLghyrQqRY0+2RonqBFIfA7Ld9E0JcYCY7H3vLCCHEnIw/Bvjt3/5twhlpb4FAgL/5m78BoKGhgYaGhqzli4qKJIgyyzLHq1pjHveVy+hpIRYLOVaFSJl2RooXSJHJPUKIWSDnYyHEVM1JIOXEiRN86EMf4sknnxx3mXg8zpNPPsnQ0BCPP/44l19+OR/60IfmYncE2RF2iaQLsXjJsSouVK7rYjsu2jQqdLSRxrSWNJwVQswyOR8LISYyJ4GURCKBYRhZjx0+fJjt27ejaRoA4XCYG2+8kWg0yrp16/izP/szCaTMocwIuxBi8ZJjVVyoHBdckIwUIcSiIOdjIcRE5qSg+OKLL073Q/F84xvf4Dvf+U7OskVFRezbt4/q6mocuaMkhBBCXJC8McbT6ZGiKqM9UoQQQggh5sucdWZTxlwI3XXXXTzyyCO8/PLLeZcvLCzEtu252h0hhBBCLGKWk8oq0SQjZc64rovZ3kbs+eeIv/widmR4oXdJCCGEWJJmPZBy5syZvI8XFRXxla98hX/4h3+gr68vd0dU6bYvhBBCXKjskUDKdEp7VAUUJCNlKlzTJPrkE0Qe+zHGubMkjx1l6Iffw2htWehdE0IIIZacWY9efO5zn+O3f/u3OXr0KL/zO7/D7bffzksvvQRAaWkpf/M3f8Pf/u3fZr3GMAx6e3vx+/2zvTtCCCGEWALSGSnTKO1RFAVNVSQjZRKuYTD86COYba2Edu+h8Or9FL7lrWgVlUSffAJ7eGihd1EIIYRYUma92ey//Mu/APD7v//7/Md//AcAH/7wh7n77rvTWSeO47Bv3z7Wrl2L67r4/X7e+ta3zvauCCGEEGKJsO2RHinTyEjxlpeMlPG5tk3kicewBwcI770crbQs9YTPR8Gui4k9+wyxZ39J8fW/kVOWLYQQQoj85mRqD2T3SLn33ntznr/77rv50Ic+RFlZ2VztghBCCCGWiJn0SPGW914rsrmuS+yXv8Dq6aYgM4gyQvH5CG3ZRuKVl7A62vHXr1yYHRVCCCGWmFkv7YlGo1Na7iMf+Qjf/va3Z3vzQgghhFiCrJGMFHWaWRGp0h7JSMlHf+N1jLOnCe3cha+8Iu8yWnUNakkpicOvzfPeCSGEEEvXrGek3HbbbdTW1nLq1Cn++I//mOuvv57Tp0/zP/7H/8harqSkhC1bttDV1UVtbe1s74YQQgghlpAZZ6Qo0iMlH6O1hcRLLxBYvwF/Xf24yymKQmDtOvTDr2EPDeZkrQghhBAi16xmpLiuy+c//3n+5//8n6xdu5Y///M/Z8+ePemgythslQMHDmBZ1mzughBCCCGWIMtxUBVl2n06VOmRksOODBN7+udo1TUENm6edHlf7Qrw+0meOjkPeyeEEEIsfbOakaIoCqtXrwYgEAiwYsUKAP7v//2/PPTQQ9x00034/X4qKytxXRdFUdL/r+s6VVVV/Ou//uts7pIQQgghlgDLdqedjQLgU1VMKe1Jcy2L6M+fSDWTvWj3lAJTiqbhX1FH8uxpCi69TJrOCiGEEJOYs2azYx08eJA3v/nNfPazn+WWW27hyiuvnK9NCyGEEGKRs5yZBVI0VUE3pbTHE3/x+dSEniuuRPH7p/w6X109ZkszVncX/toVc7iHQgghxNI3681mJ1JRUcHnPvc5XnzxRR5//PH53LQQQgghFjHLdmYcSJHSnhSjrZXk8aMEN29FKymZ1mu1snKUYBCjqXFudk4IIYRYRuYskGLbNr29vXmf++M//mMSiQQvvfTSXG1eCCGEEEuI5cw8kGJKs1lc0yT+q1+gVVbhX7N22q9XFAVfTS1mcyOuK/89hRBCiInMWSDlb/7mb6iqqhr3+YMHD7Jhw4a52rwQQgghlhDLdtFm0JtDUxVsyUgh8fqrOIkEoe07Z9zjxFddixONYg8OzPLeCSGEEMvLnAVSGhoaJl2mrKxsrjYvhBBCiCVkpqU9PlXBccF2LtwsCjsaQT9ymEDDetRweMbr0SoqQNMwW1tmce+EEEKI5Wfems0KIYQQQozHdFyCvunf39HU1GtSgRhttndrSUi8+jKK309g3frzWo+iaWgVlZitLRRctHvKr3Nsh8hAnPiwjpG0sEw79SdppX43bBzHQdNUCopDVKwooWZNOZo2r636hBBCiFkjgRQhhBBCLDjTdggHph8I8bJYTMchyIUXSLEjEYwzpwlu3oriO//LOl9VFckTx3FNA8UfmHBZx3FoO91Lx9lebMtBURV8AQ2fpqH6FDSfRrg4iObXUFUFx3ZJRJM0Humg/Uwvmy5ZRUlF4XnvsxBCCDHfJJAihBBCiAVn2Q4+dfoZCr6RQIp1gTac1Y8cRvH78a9eMyvr81VWkXQczM5OAhOs0zJsjr3QSGwwQXltCWU1RQQL/FPqz2LoJu1nejn6bCObL11NxYrpTRgSQgghFprkVAohhBBiwVmOO+OpPZDKaLnQOMkkyVMn8K9eg6LNTjaOEi5EKSjA7Ggff7uOw/EXm0hEkqzdXseKdRWEwoEpN7kNhPys3baCovICTr7cQmQgPiv7LoQQQswXCaQIIYQQYkE5ros940BK6lLmQgykGKdPgePgXz39ccfjURQFraISq71t3GVaTnQTHYizeksN4eLgzLajKqzcWE2oMMDJl5oxDWumuyyEEELMOwmkCCGEEGJBWSNBEN8Mp/ak1nFhlfa4rot+4hi+2hWowZkFM8bjq6jEHhzASSRynosN67Sf6aVqVRnh4tB5bUdVFVZtrMYyHRqPdJzXuoQQQoj5JIEUIYQQQiwocyQI4pvBFBdVVVCUCy8jxeruwhkewr9q9ayvW6uoBMDszA1uNB3tIFDgp6qudFa25Q/6WLG2nN62IYZ6o7OyTiGEEGKuSSBFCCGEEAvKC4LMpLQHwKeq6ayWC4Vx+hRKQUE66DGb1FAItbAQqzO7T8pwf4yh3hg1q8pQZvhvlU9pdRHh4iDn3ujAdS6szCIhhBBL05IMpHR0dPCJT3yC9773vRw8eJCf/vSnC71LQgghhJgh8zxKe7zXXUgZKa5lkWw8i79u5ZQbvE6XVl6B2ZGdkdJ+updggZ/iivCsbktRFGrXVpCIJuluHZjVdQshhBBzYUmOP/7mN7/JXXfdRXFxMSdPnuR3f/d32bp1K6tXz356qxBCCCHm1mggZWb3d7QLLJBitjaDaeKvr5+zbWgVlZitLTiJOGpBGD2WZKA7Qt36yjkJ3hQUBSmpLKT1ZDfVK8tQZ1DmJYQQQsyXJXeWikajvPvd76a4uBiAzZs3s3btWs6ePbvAeyaEEEKImUiX9mgzz0gxLqBASvLsGdTSUtTCojnbhlZRAYDZ2QlAV9MAmk+ltKpwzrZZvaoUQ7fobpGsFCGEEIvbkstIKSoqoqho9MIhHo8zNDTEnj178i5/4MCBCdf3yU9+clb3bz7opk3CsIjoFgUBjcKgj3Ag/z+l47jops2wbmLaDqUFfkJ+jYBPm+e9FiLbcjw2xaikaZMwbSIJk6BfpSjopyCgzcqd7Ol8BoqZme/j07AcNFVBneH7Q9PUCyYjxTEMzNYWgps2z+l21OBIn5SuDvxrG+huHaC0qhB1hllDUxEsCFBSWUjb6V5q1lSgzmIfluViIc+dCcMibtjEktbI565GwSSfvbppo2eeC0J+Cvyzcy4QQoiFtOSvPP/lX/6Fu+66i5KSkoXelXkRNyx+faaHwYSZfizoU3nzphpKCwJZy9qOS19M57kzvdgZzdvqSwvYvaaCkF+CKUKI2ZcwLF5s7KM3mkw/5tdUrtxYTXk4cF4X0HHD4rkzPQyN+Qy8alMNJWM+A8XSYdrOjPujQCojJWldGIEUs7kJHAffiro535bXJyXZHcEybMqqi+d8m1UrSzn7eju9bYPUrC6f8+2JqYklTX51uodo0ko/VhjwceXGaopC/ryvSRgWz5/rpT9mpB8LaN41q1+CKUKIJW1JB1IefPBBrrjiCq688spxl3niiScmXMejjz4627s1Z0zb4fWWgawgCkDScvjV6R7euqU2686Ablo8e7qHsQ3w24cSlPZG2byiZMZ3/4Q4X8vp2BSjbMfhROdwVhAFUp9fvzzVzTXb6igMzuzUY9oOrzX3ZwVRIPUZ+Ms8n4Fi5ub7+DQsZ0ajjz0+TSWqW5MvuAwkz51BK69ADRXM+ba08grM1hZ6m7oJhQOECuc+WBkKByguD9N2pofqVWXyZXuMhTh3Jk2b58/1ZQVRAGKGxa/P9fLmjTU5N+cs2+FI22BWEAXAGDkXvG3bCskkFEIsaUuuR4rn4YcfZsOGDRMGUZabpGnTMZTI+5xu2sSN7BNcdySZE0TxnOmOkDTt2d5FIcQFLmk6NPVF8z5nOS7DCSPvc1Nbt03nsJ73udRnoHymLVXGLGSkXAg9UpykjtXehq92xbxsz+uTYrS1UzKHvVHGqqwvQY8aDHZH5m2bYnxJy2Ywnv+zezhhkrRyP3uTlk3rQDzvawzbIaqbeZ8TQoilYkkGUr773e/S0NDAjh07AHAch69//esLu1PzwHbHiYqM0MekNceS45+kDNsZN8gihBAzZbvuhJ8tifMI4NqTfGjlu5gXS4Nh2fjPJyNFTfVIcSc5Ty51ZlMTuO68lPUAqKEC3GCIAmOY0sr5C6SEi0MUFAdpO9M7b9sU47Mm+ey17dznbQcmelVCAt9CiCVuyeXUPfXUU/zDP/wD1dXV6ceGhoa46aabFnCv5odPVfGpyrgntKIxKZKVhUFOkf9uTlHQh0wWFELMNk1VCPrUcftVjO3lNB0+TUVTlXEDKjMtGRILL2k555Xm7xuZ9mPaLgHf8i0FSZ47g1ZRiRoMzts2DX8hhclh/PN8fFWuKKH1VA/RwQRFZXNfxiTGF9BUFMYPjAR8uReUPlUhoKnjZoqVFOTvqyKEEEvFkrvq3L9/P7/+9a8XejcWRMivsbm2hKMdQznPVRUFc+pTS8MBCgJa3qj/zlVlhPz5//kt20G3bBSUKX0xMSwb23Hxaep53VEUQixNjutiWDagEPKpbK8v45Xm/pzlSgr8FAZn3uQ65FfZVFvM8Y7hnOeqi4KEfBpJ08ZxXfyael49N8T8MiyH0oKZB0C8c49pO3m/1C0HTiKB1dlBcNuO+dum7RB1glSafbhGEiUwfwGc4oow/qCP9rO9bL5k9bxtV+QK+jXWVhbS2BfLeW51RZigX8N13ZEAuotf0wgFNLbWlfB662DOa8rCgXQ/q/Rntk/FN4cToYQQYrYtuUDKhUxTFdZVFYECJzuHsRwXBVhdUcj2+lKCYwIp4YCPqzbW8GrLAD2RVF+BoE9l58oyKsK5F0OO4xAzbE53DdM1rOPTFNZVFlFXVkBhMPfOgWHZDCVMjnUMEUtalIT8bKsvpTjox79ML2SFENniSYvG3igtAzEURWFtZSGrysPsXlXOsY6h9N3IutICLpoggDsVmqqyrrIIBYVTXSOfgQqsKg+zra6U/liS453D6KZNZWGQLXUlI9l38nm0mLkjgbjzK+1JBWEMy162mUlG0zmAeeuPAhAZTKCr4dQvfT1Qt2retq0oChUrSuhu7ieZqCUoU7kWjF9T2VJXik9TOdcTxXZdVEWhoaqQjbUlWLZDY2+cxt4ojuuysjxMQ1UxK8vCOC6c6BzCtFPXrPVlBexYWQa4NPdFOdUdwbQcakpCbK4tIRz0ySAEIcSSsDyvNpaxoF9jU00Jq8sLsRxnJI1ey3vnNWnaHOscorTAz/rqIlwXLMehsTdKaTiQE3iJJm2ePtmJ6dW6mnC4bZC2wTh711VmBVNs26F1IM5rLQPpx3TTpvuEzmXrKqkvD8uJUIhlLp60ePpkV1bfk6PtQ7T0x9i9qpyLVpejKQqKAt3DOqe7I2yrKyXgm3lWynDCZCBusGdNBcrIujuHEjT1xkiYow0R2wbjtA/GuXpzLZVF83cXXUyf5aT66pxPIMV7rbGMRyAbZ8+gVVahBuYvoBDpi6EVhsEswO3rRpnHQApAWU0RPa2DdDb2s3bb/AWQRDbHcemNJEmYNpeuq0w/3j4Yp2tIZyiR5FzvaLbKqa4IzX0xrtpUS/ewzu7VFagjn9ddwzoR3eRcb4zOjAEKTX0xWgfivHVLrYyyF0IsCRJIWYJUVSE8hTtuLi6u43KmO0J/LIlPVRnWTXTT5o3WQS5vqMQ/8oXGsOz0HYOx+mMGEd3KCqTolsPhPOmaAK+2DFBRFJSxdkIsY67r0twfy9s8NqJbDCRMeod1XFLlFgMjAY6GquIZB1IShsUrzf0kTJuIblIY9JE0U5lxCvCmDdU0949ezLvAK839XLUpdzSnWDy8CXLnlZHiBVKW6eQeOxLB6u4idNHuedum47hEBhOUVITBKcXt65q3bXs0TaW8poiupn5WbapGO48grJg53bJ5raUfy3EpDvqoKAoyEDdoHYjTMZRg77rKrEAKpPoeneuJoKkKR9sHKQr5MazUtJ6a4lBWEMVjOy6Hx1yfCiHEYiXfdJeAhGExlDDpGkpQUuCjqriAwViS3liSwqCfutICQn4Nv6ZiWDa66dA5FCdmWKyrKmJLXSmt/TEMy2FVRSpF93DrAKbt4mXZG5aT96TmaemPsaJ0tNmbblo440xHMG0Hw7QlkCLEIpcwbIZ1g66hBEGfRn15mJBPxbBdeqM6AzGDsnCA6uIQAU1BtxzaB+IkLZuakgKKQz78mpITgA36VEpCfkI+jd6oTrk/wNa6UnoiOrbjcLYnQiRhUlkUnFbQ1bAdVEXhivVVJAyboYRBZWGQ7fUBTnUNkzCsnOaGEd3EtB0JpCxi+si0pfPpbaKpCqqipIMyy41x9jRoGr6a2nnbZmxYx7EdwiUhFMpxezpxkzpKMDRv+wBQsaKEvs5hupsHqFtfNa/bFilJ02ZTTRErK4roiei0D8QpDQe4dtsKOgfjjDcsayBusGt1OYNxg8G4QXk4wM6VZQwl8o9SBuiPJUmOBN87hxIEfBory8Kp61wpGxdCLCLyTXeRiyctfnm6m2jSIuBT2VtWyS9OdmVNxDjWPsib1ldTGvYzEDP49bleXDfVN2AoYfLG6Z70so19MYpDfvauq4IxlTepUpz8Z0NtTJmOMknZzmTPCyEWVtywePZMD8OJ0THpTf0xLl1bwa9O92RNB/OpCvs2VvNKUz/RpAXAmZ5o+rPkubM96Qtpn6pw6bpKXm3uJ57R6LosHGB7fSlPn+xOB2HP9kYJ+FTesrmW4tDkExxUYPeacl5q7Mv6DFQVuHRdJaqSysQbSz6NFrekmfq3DJxnc+CATxl3WtRS5rouydMn8dWuQPHN32VbtD+GL6ClpvWUlqce7OuG+jXztg8A/qCP0spC2s/1sWJdJYoqR/R8C/gUakvDPHUio/y7L4ZPVXjzxhq0PP8mfk1h+8oynj/bm5W5eLJzmMsaqqgqCtIbTWa9RgH2NlTx/NlehjLOTcc6hti9upzV5YUSTBFCLBryabSIWY7D8c6h9BeX9dXFHO8YyrlQdFx4/lwvpu3yQmNf+gvN6opC3mgbzFlvRDfpGIynm/NBqveKl62Sz5rKwqzfUxkw+S9mCvzasp2aIMRyYDsOp7qGs4IoAJtqinmxsS9nxLrluLzU2MfG2pKsxyO6SftgnPrS0c+ONZWFnO2JZgVRvHW/cK4vJ5PNsBxePNc7pUwCTVM51p7/M/DV5n4KA/6c7JjKwqB8Hi1yCdNCVcj7ZWw6/JqWzm5ZTqyuTpxIBP/K+etP4gLDA3HCRSEUSE3rCYVx+7rnbR8yVdaVYiRMevNMLRRzz3UVXjjXl/P5ajkuz5/rJV8/73WVRZzsHM4p/3QhdT6pKc55zYrSArqHE1lBFM9rLQPoyzTjTAixNElGyiJkj4wfth2Xlox6/9ICP8fHXET4VIVNtSWUFwaIJEzskS9A5eEA/bHsSH+mlv44G6qLMWwHhdSXmVXlhdSXhQEXw0pNwzBth2jCyEm9D/m11J3oMz1Z939VBfauq5Q0eiEWsaTl0JRnjGXQr2FYDlvrSikPB7AcB5+qMhA3ON01TChPQKK1P86etRW0DcYBqCoK8fy5Xi5dW0FpQYCkZePTVCzbxRynf8VgwsSwnJwG2EnTwrBdkqbN/8/en0fHctZ34v+7tt67tV8td199r69tvC8YMNgY+8vYXPDBkMAhmQQGnMnJJIQJ5HtCErLDkJCcJCfHkJkhwJjg+YJ/2AGDITY2GAiLjTG++6Zdakm9b7U+z++P6ipVb1JLakkt9ed1DoerqurqktxPVfVT7+fzCIIAnyQsMaSQI68ZkEXB7QhSJAHX7umpW5PFZAyawaAaVrlot+hOx9ksi3FopuV2AvkVCQFFokLbK6TqFnyytOYkoyJtz6E92rkzEENhSD29G/aepbwGU7cQinkKNXfZw3s2QyDsQ6QriOkL8+gf6aLU6zoyLPu8aJ93Ab8s2ctMC0eHYugJ+91rQ7qo43w8C8PkuHFfHyRRAOeAINg1jy7M5XBwIIodsUB5ggQRBc20Z12zOPyyWNExvqs3hJ+NJRse23S6iCuCXRvxZyCEkGVRR0qb0U0L48kCTk5lcOO+PngfDFd/f5BFATft78e5eBajiTwODiz27kui0PBLCwBYnEO3GDJ5A6em0xVfPK7a2YN4toTpdKncYdIHn1L5BUoUBMQCMm4/tAOT6SIKmoFoQMHO7hDCfplucghpZxxup2v18pv29+N8PFvRadsf8eOm/f1gdV5jcY5oQMFgzH5yHfJJeP0Vg7i0kMcL5RtiRRJw9a6eJQ/JqjrBFTQDU6kSTs9k3M4Tvyzimt09uDyfr4mE2wTs7Q0jq9nFDHf2hBHy1XaiaIaFi/M5nItn3fNq0CfZQySDSlPnL8NkmM2W8NJ4suL8ecPePgxEA3VnUiP1lQwL/hakhnySWLf48VbGSiXoo5fhP3RkQ6+r+WQBkiTCH1qcPUXo6gGPT4EXCxBC4SVevT76RmIYOx1Hei6Hnqp0HGkN1bAwkynilcnF+0KfJOKWA/24eX8/LsxlcWY2627f51wbOMfLkyl31ixJFHD7oQHcsK8Ps5kSfnhxcYh5LKDg+r29MCyG2w4O4PxcDrrJMNIdRHfQV5OI9NK2YeKMELJ10Z1em0kWdPxiMg3GOQq6iVjQM+Uw4xUR9cODMZyLZ5HIa1B1q6LGQLZkoDfceMrPgfJ0oC9PpiouWobF8bPxJPb2RSAJAlTDwg8uzKNUFdPXDAs/GU3g+xfnoBoWwn4FBc3E8+fn8NJEEgZd7AhpW7IkoCdUO71k0Cfhwly2ppNiIa/hfDyLYJ1OiZ6QD0GfhJsP9OPmA/0IyCKm0yWMexIvhsXhX2IGBkUSa4YKZkoGTk6nKxIomsnwwmgChxt8iYoGFFy1qwe3HhjA4cFYw07d2WwJZ2ezFZ3TJd3C987Fa4YkNZLXjJphUIbF8R+XFlDQzab2QWwF3Vzy89Esnyxtu44U7expQBA2dFgPAGSTJQQj/sr6QrFuAABf2JxUSigWQDDqx+T5efBG1U3JmuRUAy+NV94X6haDXxZxcS6H+VzltSGR13AunkWgnGZ02B31AhJ5DZOpYsVrsqqBl8aTiAV86An7cePePtx6oB8HBqLwySL6lrh39U56QAghm40SKZvEZAy6wcBhP8X0yRI008Kp6TSiARnHR7oR9MkYjAZwYS6HyVQBowt5XDHUhdGFPPb3R9AX8SPok9AVkBEL+eGTROzsDsKwOHb32smQ6/f24nw8i5xaeWN/5UgXzsVzDY9vIlnAcHcQyYKG/f1R6KaFoi7AL0uQRAGaaSFZsKuuV8/2M5tRoZmMpq4jpI0YFrNTatw+51yzuwc/ubSAvf0RRAOK22GxkKs/JDCR1+xCgPv6IAoC8pqBy/N5vGpXD0RBgG4wQLDrlYwl8jWvj2dL2NMbrpie2HFkKAZBAPKqAQ57iOBZz1NPL8aBhZxaU6hwV489LFEUBYhLlJctGSZON6izYDKOTEmDWP49RMEexljdGWNarOHxAcCFuRyu3d0DqV7hAFKjqJnYEVv7TDB+WYRuMliMr7neSjvgpgn19CkoIzsh+Go7PteLVjKglXTE+rsrlguyAh6J2cN79hzcsONx318QMLCzC+Nn5pCZz6O7To0NsnqqYeHcbBaKJGJvX9h9GDeXU8HK/98T8mFvXxg+WYJuMYwn8kjkNViMY29fGDtiAQgQkCpqUEShokPdq6iXh0QGlYpztk+WcPWubjx3Nl5TNrwrqDRVlJwQQjYKdaRsgoJm4sxMBhOpAji3o5HX7OqBTxIxEPFjpCeMk9NpJPL2Df3OnjBuP7QDP768gKAi4oqhGE7PZPDyZAo+ScSBgQgUUcDz5+O444ohTKWKeHkyDcNiiPhlHBvuQqqo4cJcHr1hHw4PxpDTTOS12mJe3mPcPxDBUFcQ5+JZnJxOQxYF7B+I2LVVlpkZYalhRYSQjZVX7SF80+kSOIDBaACv2t2N6/f14ZWpNE7PZCCJ9rCYWw8O4KejCxVFBZ1hhGPJAsYSBViMozvkw837+yBKAn5yeQHxrAoBwHB3EDfs68PPJ1IoaIsduJfm87h2dw+6ggrOz+WgGhaiARmHdsTQFVRwejqLyVQBjAM37+9HXm18fsprJrpDPizkNQQUCfv7IwgoEvKaiVhw6S+cnKEmYec4vrMbJd3CyxNxlAwLAUXCFUMx7OwOVdRvMRlHbonjc+pV0eie5ZmMQTNbMz2189+opJuIbIMvXNrZM+C6Bt++Axv6vrlkEYIoIFgvGdDVC8SnwBmDsAkdheGuIIJRP8bPxtE1EKFhxC1kWQyCwHHTvj5cmMvhwlzOPacbJsNVO7sBAGdms1DL58cDAxHs7Am7HfU/vZwABzAQ9WNndxixoIJUsf5UxznVwECdDtRYQMEdVwziF1P2fbD33nOldawIIWQ90W3eBivqJp4/H8d4suDGyhN5zZ5SjjHs6g3j+fNxJMpPWhm30yEvjCXwuiOD0C2Gn44m3C8ousVwZjaLqXQRN+3vx6npNM7Gs25HRl4z8ZPRBGJBH24/NICBaAA/n0ghWzIQ9Te+0YwEZIQUGT8dTbgze5iM43w8hx9fXlj2plehbxCEtIWCZuK5c3FMlTtRAPu8UTAYnj8/h3T5JtdiHJcW8jg1ncZVOyvrmVy9qwenptO4NJ93a6tkijoMxvHds3HEsyoAezaG6XQJPx1N4Jo6NVFemkihO6Tg+Eg3bt7fj319EQQUET8ZTWA8WXBrQmVL+pJPHmNBBTuifty8vx9Hh7sQz5bws/FkUzfZoiDUrZuysycE3bDw8mTaHR6iGhZ+PpHC+bksTE/nsCwKFcMuq3UFlYpZ0UhjhXJaMqis/QuSc13aDkOruGGg9IuXII/shBhqPKPeesgmCwhG/BDrfIaF7l7ANIB044Kg60kQBOzY1Y1CRkVypnEqjKycLIk4MtSFH11ewFyu8pzul0WohoVXptLuzDmqYeHUdAYFzYAsCW5HPQDM5zR871wcV450NSy+3aizU5JE9IT9uPVAP+65agRvvHIYx4a7qROFENJ26NvuBlvIqSjqFnpCPly3pxc37OvFzp4gQj4ZqmHhzEwG9epsFXULqYKOsYX6McmZTAl+RcJs+QtNtVPTGZQMC2fLTxJCPgn7+iN1txUA7O+P4uVJ+0apP+LHwYEo9vSGoUgCkgUdmskaRrFHuoMtKRxIyHbAuT1bjcU2PqXFOcdUulCTIDs23IWTdaZGB+zaJKIguPWYfLIIURRqpqMc7g5iKlWsWxhQNxkSeQ19kcon2kFFgl+RoZsWGLdnBitoVkVyBQDGkgUcGKgf2xcFATu7Q/jBxQX8+PICXhpPIlnQEQsqCCoSLGY/GW1UQyHgk3BspLtm+e6eEC7O1x/ueCGeqyhyKEt2MrAeAcDBHVGINKynKU6yp179nZXyy2J5iNjW70gp/eIlcF2H/+DhDX1fQzdRymsIRxvUqYjEAFkBn5ve0OPyCncFEekOYuzMLBilX1tGFOwHd/UKkXMIuNTg/Hh5IV+3s8TiHOPJQnnYZaWwX67boe3lkyWEfDKCPnlbDNUjhGw/dKe3gRjjmE2X8NojO3B4MIrpdBFjCwX0RwK4aX8fGOcNZqKwTWeKCPvr98gHFQmZBvFJwH5yIIsiRAE4tCMKiwPjyQKu3dNbkR7xySKu29sLxuz6LbcdHEBv2I90UYfJGK7d04sjgzEk8hpu2NuLHVU3W8NdQVyzq4fqo5COxzlHQTNwZjaLH16Yx4tjCSQLGvQNLMRsMo7ZdG3nql+R3CRKPamihlj5aWEsoCBVZyr17pDPTc7Vs5BX0e0paBsLKrj98ABMiyFd0nF5Po+CZqErqNR0uJR0C5mSjuMjXRXJjqAi4dWHBpAqVP5OvWEfbjnQj5Ju4sWxJH54YR5nZrMoaEbdDpXBaKDmSSkH6nZiO+tUo/ILW8Sv4JYD/TXnz1sPDtRMF08ay6pGudjw2m9HBEFASJGRXWLY1VZgpdNQX/kFfPsOQAxubHHNbKIAQQCCkfoPSgRBsKdB3sSOFADYsacHWtHAzOXEph7HdqJbDHMNHsZpptX4/MjhplSqzec0DHcHK6pWdQcV3HpgYFsMvyOEdDa629tAgmAXVTwzm8WMp0DrQl5D2C/j5v198MkizAbj9/1LzEhgsqVnxQDsJwC3Hhywpz7lHGGfDEUScOO+PnDO4VckN77ukyVcvbMHPxlNVNQ7mU6XcGhHFN0hBQFFxk37+6GZ9hNgnyTCL4vUiUII7C+I3z0bX0xsFIDJVAlX7+zG3v7Ihgx/EwRUzPTl4vb0lHWnQIY9zOLgQNQdB19dUBoATIsv+Tv4ZLt2yXBXEFK5mGAyr+PF8cUhAYmChssLOdy4rx+aYSHvSaZcmMthd08Irz86BN20IMBOyUQCCrpDPvRHg9AtBlm0Z/yZyRTx84l0xb4vxLN43ZFBdFXNUORXJBzaEcWunhA0k0EShJrChtWqn4jKkoihriDuPDYEzbAgCPY5ul5xWtJYuqg3fECwGmG/XLfjb6vgjCH//HMQAkH4Dmx8QdfMQgHBSACi1PgzLPT0g184BV4qQghu7LAjRyDkQ+9QDJPn5tA30oVAnVnIyMrY51ip7sxlyyVCGhXW9kkiwj4Zrz86BMNikEUBhsWRLuoI+SSaJp4QsqVRR8oGEgQBmsUqOlEcBc3EQk7D3r5Iwxkl9vbZRWjr4ZwjGpAbfjnaEQ1AFIAfXJiv+/pr9/Qgr5p4pbz/6/f2YiJZrFs09sJcDnv7wgDsL0s+6jghpIJuWnhpPFl32MsvptIY6gpuSEeKLIo4uCNac84pGQb29IZxeaF2dh0AGOwKIBJQ3CeGA5wDU5XbTKWLOLQj2rCQ4M6eEL57Lu4OK7rz6BB+PpGq2Y5x4OR0God2RGvWRwIKwj6ppl5KdYIhrxoVnSgOk3G8NJHEbQcHas5Tkigi7Bfh1NNUDQsRv1zRmeMI+aS6wxXteisyJVBWiXP7C9VAdO0z9ji6QgrOx1W3E3CrKf3sBViJBYRuvhWCtLHHr2v2sJ6BnV1Lb9jdCwgCeHwKwr6NHXrkNbC7G7lUERd/PoUrb91HHZhrFPLLODAQwYtjtfVvFElY8vzY6C+/fyCCVEHFz6rOzwKAvsgwdaQQQrY0OoNtIMYYxhpMBQcA5+dyGIwF0B+pHZt8bDiGom7i6p09NTeHoiDguj19KGgmrtvTi+oHByGfhEODURgmw6E60wUOxgLYEQ3gbHyxcJsiipjP1Y94AnZcsxrnHEXdxGymhMsLeSQLWsO4JyHbmW4yd3rwepZa12qxoIKDVe3e4sBgVxBddQqmXr2ru2aYYLqg4+qq4rEFzYQiCdjVXftE+sBABIZpuZ0oPllEyTBhNahbUtDMmvNaX8SP3b2hpmqNNOrMAey/tWpYmEgWMJ7II6cadYdXBRQJNx/oh6/qxl6RBNxyYIAKHa6Dgm5CM9mShXtXqjfshygA5+JbrxCpPnoZ6i9+Dt/hI5C6a4s1r7fsQsGerWeZji1BVoBYN/js5AYdWX2SJGLkQB+yiQKmLy5s6rFsF/0RP4a7aoeTMcZxw76+uufHm/b3I1uqPQcPxgJ2IqXOxAYcS5+3CSFkK6A7ww3EgYYFEAGAcY5MUcdwdxD7ByJI5jX4ZAmDXQFkijp+fDmBnpAPtx3sR041kSroiPhlDMQCKOoGipqFyVQRtxwYQKZkf3noCvogiQJeHEvixn192NkTwp7eMGazJVgWx1B3EGGfDMZ5xbEtF3NnVb8H5xypoo4fXJirmDa1O2TXLqAntqSTLNd+ljoPtJpflnB0KIa9fWHMpEvgnCMWUPDc2Tiu3tUDURSQKmhQJBG9YT/GEwVEqoZa5DT7/HLbwQEkCxoMi6En7IfFOGIhBXcMDiKeKUEQBAx3BRH0STAshpBPxnxeQ8QvYblfOahIODocg2lxDHUFEfZJCC0xs5jXcn/PvGbip6OLtRQO7YjiyGCsYkpjwK4H84ZjQ0jmNaRLOrqCPvSF/S0phEpqOR3ysRbWSlAkEXv7Irg4l0NQkXB4sH5R4HZjzMWR/96zkIdGNny6Y8A+Z6Xn8whFA3Vn66km9AyAj50H1zUIvgaFaTdAuCuI/p1dGD8TRygWQE+dh0WkeWG/gmt29eDwoJ1kFCBgZ08IJmM4O5vB7Yd3IF3UkS0ZiAUV9IR8OD2TxuHBGG47OICFvArG7I7wgmbi5HQa1+/tq/teG3gZJISQdUHfbjeQJIrY3RvGdLp2aA9gF2qN51RMp0tQJAHX7+2DYTF890wczgCbVFHHd87E0VPuoHCekkYDCnIlAy9NpLCQn0csoMAni5hOl6AaFqIBuVwl3d6+umaAyRh29oTcxEympKM37Gv45Lx6xp6SYdV0ogD2+PdTU2lcu6eXIpykY/gkEbGg4k4dXq23TupsXY+nPASvK2i3e8Ni6Iv48bPxJHyyiFhAgck4zs7aT/Fff8VgxetHukLlKZSL6A75IIsCJlNF6CbDjmgAe/vCNTPh+GQJYb+C4XJiJacaEIT6N88BRYIiizg23F27sgk94cZ/z1hQqZkV6MJcDv3RQM2TV8EZqtMrYxfCqzoW0rx4poRYQGn5tWFnTwi6yXByKo2R7lBLa7CsBzOZQP7fn4IU60Lgqqs3ZYiKmtehlXR0DTSZhOntB0bPgc9OQtiz8bVcvAZ2dUMrGjj3wjiO3bIPsV5qu2sR8ssI+WX0eQoO51QDyYKO75yZRX/Uj66AgqlUAT8bT0IWBezuZfjJ6AJ6Qj4IgoCxRB4m4zg0EMVCrv49bw/VtSGEbHH0zXaD6KaFnGogFlDQG669ePhlETt7Qpgpd7L4ZQndIR+6g766N1XRoFwz3ZzJGA6WpwzNqgYW8vbQGgHAseFu8CWek8uiiCNDMTe2ObqQxxVDXXWntNvXF0aw6klurmTUdKI4JlPFiqlDCdnu/IpUd5gdYKchNnt6cEUScdXObsiiAN1kWMhr7iw+O7uDNQkyi3O30yFd1LGQ16CbduHAQ4PRhrM5ePllEceG69deuHZ3D0JrqGfhl0UcrvMkWhCAo0NddaftPDeb2dAZlEglk9kzhNS7HrbCnr4wJFHAaIM6QO3CSqeR+9Y3IASCCF53w4bXRXGk53OQFAnBJjt5BZ/fHt4zPb7OR9bEsQgCdh7qRyDsx+kfjSK5BYd1tZuSbiJb0pEtp5tFgbvDOxdyGi7O5zFXTpRds7sH87kSOLeHUibyGkzGEVAk7BuI4Gy89vx7ZDBakwgkhJCtpr0f02wTec3Ai2NJJPIafLKI2w/tQCKvYixRgMU4RrpDGOkO4tR0GpGAgr19YezqCSHok8EUjjccG8KFuSzmcxp8kojDgzH0Rfw1F6GcakKRRVy/txdjiQJUw0J30Ic9fWFcnMvh6kD3kscZ8St4/dEhXF7IYTpdwmQyj9ddsQOX5/NYyGv2l5XBGPrC/prCjY1mEwLsyHCdmrWEbGtdQR/ecHQI5+M5JAoaArKEI0Mx9IR8bVGgOSCLeO2RQVyaz2Ehr5WHRISxIxqoObfEsyXsiAUwEA1gIlmAbjH0R/zY2RPCyak0bjkwsOz7+WQJe3rD6A76cH4ui6JmIRZUcMVQDCGf3FQtlKX2fXgwhv5oAOdms1BNC31hP/b0hXFmJlN3FgrVsMCa6QEi6yKeUWFxXjP1datIooC+iB/T6SKO7+xel/dYKyubQfapr0OQFQRvuAmCsjnTwTKLIzOfR6Qn1LBoaD1C3yD45bPgaglCYGOnaa4mSiL2XLEDUxcWcPYn4xg+0IfdVwxCoiTsilgWQ6Ko4WdjSfe8GQ0ouHZ3D/ySiNce2YFzs1nkVRPhgIwjgzFwMPSFY4j4FYwlC2Dl+9q9fWEEfRLuPDqEc/EskgUdAUXCFUMxdId8G1JwnRBC1hN1pKyzom7i+fNzKJUvSLrJ8J0zs9jZE8QNe/sgSwICsgRRFHDDvn4A9tNVJ4UiCgKiAXvMqmFxiAIafgmLBRW8MJZAQJGwuycEnywhpxr48eUFSIIAuYkvKmG/jGPD3Ti0IwYB9pP12G5l2feuV7TS4ZNFyEtMpUjIdiSJAmJBH161pwfmMu1nMywUdPz40gKGu4PY1xeGyTguzuVwdjaLO64YrEil9EcC+OHFeUT8Mnb2hCCLAtJFw1223NSYjqBPRtAnoyukwGIcsii27KmkX5Ew1BVEb9gHxgFZFHBxzu4kqqcv7KfhhptoMmXX4lnPIr49IR/iWRVF3Wy7Ol1WLofsN78OQRQRvPFmiL7NG+aQSeRhWQyR7hV2hvQNAKPnwafGIBw8uj4HtwKiJGLXkQEkZrKYvZxEYjqDXUd2YGBX95o6ajtJXjfxg/PzFfnlnGpAkUQ8f34OsaCMq3f1QBFFGIzhlckU0iUDdx0bxqHBGEa6Q+Cw0yjOlMixoA/X7ulty+sgIYSsRXvdWWxD2ZLhdqJ4TaVKSBV03HFkyH1i4p21wmIMuskgCPYwH0kUsdw9f1CR0Bf2IVHQcX6uMkp5fFcXAk0WTJREAZIoeX5u4r19MnpDPiTrVGG/crirZigQIZ1CFkVs8kieGqph4uRUGhzAdLpUU7cpXdQrvnh2BRWEffbUl04dFUe9mcSWE1BqLz2cc2imBc7tzldplV98vDfpu3rDOBfP1kxDLQjAkaEYdaRsEtNimM2UsGeda1k4NYESeQ2h3va53bEKeeS++XUAAoI33gLRv3nFWjmAxHQWoWgAygqLKguyAt7bDz5xCfzAFW0x/bAgCOgf6UKsN4S5iTQuvTyNibNzGN7fh8G9vZDpXqQh02I4O5OpOwg8VdSwpy+MsUQBz5+fr1i3uzfkDlcNNahH1I7XQUIIWSs6ra2zZKH+01AAKOpWzXSgnHPkVQMvT6TwnTOzeO5sHBfmsijpZoO9LPIrEm7a3489fWE49zM+WcSrdvdgV2+4br2TVnGmDt3TW/ne1+7uwc6eUFvcYBFCbBazZ7JpJFmV4gj6ZNx+eAeGuxaLDwYVCTfv729J4dySbuLCXA7fPTuH75yZxcsTKeRVY82zG4V8El53xWBFHY5YQMFrDw+2fQHS7Ww2WwLjQP8y0+yulSKLCCrSktfhjcaKBeS++XVwxhC68WaIgfX9Gywnny5BK+mI9dZOY94MYWAYyGeBVHtNP+wLKNh1eAAHrxlBOBbAxNk4Xnz6LMbPxGEuMRS5k5kWazgl8c/GUzg8GMWRwSjkcgJREgUc2hHFseFuqndCCOlIdCe5zqqnEfVSJBHV/QsFzcSzZ2crCre+MpXBVKpUMUtPI0GfjFft7sHRoS4wxiFJAoKKtCEdGe57D2/8exNCmmfHq0XoZv3iRZE609GG/TJu2NcP3bTcoTOtGJZR0k38+NJCRZptNFHAVLqI118xVPdYmiUIArqCPtx2cAC6ycBhn3dXmqAhrTWdKiLilzfkv0M0oCDRYHjXRmOlIrLffBLcMBC66VaIwc2tK8IBLEyl4Q/64F9t0d+uHiAQBBs9D6l3+VpJG80f8mHkYD8GdncjOZPF9KUFxMeS2HtsCAO7u+n+xEMsn9Pr1ZTaEQ1gLqsip5q4bk8vBEEAB8dUqoh4toS9feFVpwgJIWSroo6UddYXCUAShJrkCWDP3uG9kTQZw9nZbN3Zb1JFHZmS0dQXF1kUIfs354ImSyLF5QlpcwFFwuEdUZycztSsEwUBA9H6KRNFElteIDBbMuoOCTQsjjOzGXvq9DXeoDvTP5PNxxhHPKtipHt1CYiVigRkzC+osBhvupbPemClkt2JoqkI3XQLxNDG/P5LKWRKKGZV7NjTs6Iis16CIACDO8HHL4KXihCCm/971aP4ZAzu7UXvcAxz4ylcfHkKCzMZHHrVTvjW0Fm7nfhkCUeHYvj+hfmadfv6I3hxLAGTccxkKoeCxrMqBmNBhDfpvpMQQjYLnfXWWdAn4fbDA1Cqiq3u7AlhX3+kYriNYTLMZIoN9zWeKKw56k4IIYIgYE9fBLt7Kr/0yKKA2w8NIFinhsl64JxjPFlouH4mXYLRIDVDtqaF8tSo6zXtcbVoQAHnQKZUf8jCRmDFIrLf/Dq4WrJrooQjm3YsDg4gPpaEP+RresrjhnYMA5IEfulMS45tPSk+GTsPDWDP0R0opEt4+bsXkE00Pgd1mq6gD8eGuyo61pwEY3WtKYfF7PpWhBDSaSiRss5EQUBP2I87jw6joJvQLYaoX0FAEes+IbU7VupfrGjmG0JIqwQUCdfs7sEVw13IqgYUUUQkYA+3WM96Sl6CICyZEhA3MUFA1sdstgSfLG5YjZqwT4YAIFXQ0Rve+KKuVj6H3FPfANd1O4nSBp0oAJCazUIt6Bja37fqNIpDkGTwwV3gYxfBDx7b9KmQmxHpDuHA1X5MXpjHqf+4jP1Xj2BwT+9mH9am8ysSDu6IYldvCLmSAaE8c+RyHdrCmj9FhBCy9VAiZQOIgoCQX8ZANICd3SHEgkrdThS/ImFff+ObrH19ERrPSwhpGZ8sIRpQsLM7hB2xAEI+ecM6URzLnfP8NCRnW5nNlNAT8m3YtUwUBUT8MlLFja+TYiYSyH7938AtE6Gbb22bThRDMxEfTyHSE0Qg2JphLcLwLkAQwM+fbMn+NoLsk7D36CC6B6K49PI0xk7PUuoX9hDOiF/BcHcIQ11BhP0y/Erj2lJ+WYRfoa8ThJDOQ2e+NiIKAvb1RxCtM153X3+YZpkghGw7Yb+M/XU6U6IBGfsHIpRK2UZyqoGCZm54MiSyCQVn9bFRZL/xbxAUBaGbb2uLmigAwDgweX4eoiigd0esZfsVZAXCrr3gYxfAM6mW7Xe9CaKAof29GNzbg+mLCzj/4gSYRcMJqwUUCTft70P16VgQgJv29yNIBbwJIR2Ivpm3mZBPxu2HBpAsaBhPFiGLAg4MRBDxKzS9HCFk2/HLEo4Nd2F3bxiX5nMwGcfunhD6Iv6WzApE2sdMpgRRALpDG1MfxRELKpjJlKAa1rrPFMQZQ+mlF6C+/HPIg0MIXHUNBLk9PsccQPzyAop5FUP7eiG2erjw4C5gbhbs5z+G+Jq7IWyRWVwEQUDfcBcUn4ypiws4+R+XcfTGvVDo4ZVLEAT0hPy469gwxpMFpIs6uoM+7O4LI+STKS1NCOlIdJVoQ0GfjJ0+GcNdQUAQNjxqTwghG8mvSPArEnrCPoBziFvkCxhZmelUET0h34bPntMVtDtu5nMqdveG1+19rFwW+e8+C2t+Dr7DV8C3/0DbfMHkAObGk0jGc+gb6UIg2PrOLEEUgYNHwV95EfzMyxCuvLbl77GeYn1hyD4Jk+fm8fL3LuKKm/Yg0tX+9V42iiQKiAQUHBvuAuMcoiC0zeebEEI2A92ttjFRFKkThRDSMURBoE6UbSqvGkgVdfRHAxv+3k5x23jVtK2twhmDevIVZB5/DCyfR/DmW+E/cLBtvmQyxjF9YR4LUxn0DkUR7V6/zgEhEoOw5wD4pTNgE5fW7X3WSygawP6rhiFKAl75/iXMXE5Q3ZQqdpFwsW0+34QQslkokUIIIYSQdXV5IQ9ZFDZl5hwA6A37MJMuwWIMUos66zjnMKYmUfrpj2GlU1B274X/yBVtM5QHAIp5DdMXF6CXDPTv7NqYhMXwbkArgf/8x2CMQdx7aP3fs4UUv4x9x4cwN57C6MkZJGYy2H/VCMKxje8EJIQQ0r7a52pPCCGEkG1HNSxcXshjuCu44cN6HDuiAUwkixhPFusWN14JblnQx0ahnnoF1sI8pJ5ehG59NaSu7tYc7BpxAMWsiuRMBtlkEb6gguH9ffAFNuaWTxAEYN8RcEEA/8VPYSXmIF553ZaYFtkhiiKG9vUh2hPCzOUkXv7uBfSNxDC8vx+R7iClMQghhFBHCiGEEELWh2Ex/OTyAkQB2NmzeTPXBH0yBiJ+nJpOY0c0sKJZ8DhjsDIZWAvzMGamYUyMgxs6pN4+BK+/CVJ//6Z+sWaMQ9cMqHkdpbyGXKoIQzOh+GT0j3Qh3B3ERh+dIAgQ9h0Bj8TARy+AzU5CGNkDYWg30NsPwbc5yaSVCncFcfCaEaTmckjMZJGYvoRA2IeewSiiPWGEuwLwBxXqWCGEkA5EHSmEEEIIaSnOOX54cR7xrArAnj718kJ+U4/JZBy6yfCtk9O4dk9vTTJFHxtF/jv/3tS+xK5uCMEgjPgMjPjMehxuhWJWha4aTW0bBSCKAiRLAiYAdWJ9j205ghKCr5QBnxwFnxytu02xewS5oWP2fLptKhT1o8A41IKOmUsJzCCx5PaR7iCO3rwXCs0+Rggh25LAO7yK1qOPPoru7u5Vv/7LX/4yAODtb397i45o+6O/2eq0+9+tq6sLt956a8v2t9a22Qrt/jdvlU74PTv5d2x12wSWb58cgBbbDeaPQLAMCKy5ToD1kEgkAQB9fb3gggQu+eDLTUPWshXbDRTy2JdNNdxPSZZhCZtTDFnkMoRl5gfg4LD/8u1LsXQo3KxZnlNiGI8dqOlISSbt/3a9vb0bcnwrIUKCuMTzSAYLBXkOXGANt/nyl78MVVXxhS98oWXHtZJrZyecF5tBfwcb/R0q/wbrce0k20vHd6Ss1V133QUAePrppzf5SLYO+putDv3dNl6n/M074fek37Fzbee/y3b+3QD6/bb7+7cL+jvY6O9AfwOyMjTPJCGEEEIIIYQQQkiTqCOFEEIIIYQQQgghpEnUkUIIIYQQQgghhBDSJOpIIYQQQgghhBBCCGkSdaQQQgghhBBCCCGENIk6UgghhBBCCCGEEEKaRNMfE0IIIYQQQgghhDSJEimEEEIIIYQQQgghTaKOFEIIIYQQQgghhJAmUUcKIYQQQgghhBBCSJOoI4UQQgghhBBCCCGkSdSRQgghhBBCCCGEENIk6kghhBBCCCGEEEIIaRJ1pBBCCCGEEEIIIYQ0iTpSCCGEEEIIIYQQQppEHSmEEEIIIYQQQgghTaKOFEIIIYQQQgghhJAmUUcKIYQQQgghhBBCSJM6viPlP/7jPzb7EAghdVDbJKR9UfskpD1R2ySEkI3R8R0pmUxmsw+BEFIHtU1C2he1T0LaE7VNQgjZGB3fkUIIIYQQQgghhBDSLOpIIYQQQgghhBBCCGkSdaQQQgghhBBCCCGENGnLdqQwxjAxMYFvfvObm30oZJ2ZhgXO+apeyywGQzNbdizMYi3bFyHbiVrUoanGmvZhmhb0FrZXQkh7s5a5puqaAUO3zwmmYYGx1d0LEEIIIa3WNh0pMzMz+NCHPoR3v/vduP/++/Htb3+77nZ/+7d/i9e+9rV4/etfj3e/+90IBoMbfKRkIzGLYXY0AX2VX9B01URyNrvqjhgvQzcxdia+6mMhZDsr5TXopbW1DUM1kV3It+iICCHtzDQsTJxd+ppazNrnFctiiI8lYdD1lxBCSJuQN/sAHJ///OfxsY99DNFoFOfOncO73vUuHD16FLt3767YbteuXfje9763SUdJNpqumpg8Pw9JljC0rxeCIDT9WqcTZn4yje4dEfiDvrUdS8nA7OUEenZE4Asoa9oXIduJWtQxdnoWik/GoWt3rqqtmaaF6YvzSM3lEe0Nwx+kNkbIdqarBmYuJRDrDaN3qLa966qB0ZMz8AUU7L96GJPn5iAIwND+fohi8/cChBBCyHpoi46UfD6Pt7/97YhGowCAI0eOYO/evbh06VJNR4qirOzm+q677lpy/Yc//OGVHSzZMMximB1LgDOOiXNx9A5FV/QFTVdNzI4mwTlHKp7D4N6VdcR4GbqJsdNxAMDoyVlceWuAOlPWiNrm9lHKayjlNJSgQVfNVXWkGKqJuYk0ACCbKGBgV3drD5KsCLVPsp5Mw8L42fI19dQMIt3BmmtqMaehlNcQCPswP54CYxyT5+fRN9wFf2htD0a2MmqbhBDSHtpiaE8kEsHBgwfdn4vFIjKZDK677rqabb///e/j9ttvx6tf/Wr86Z/+KUql0kYeKtlATkcIAFgGQ3I21/QQHSeN4mw/cXZuTUNy9JKBTHnIQSmvoZhTV70vQrYTJ43iGD8Th1bSV7QPJ43iGDs9C22Nw4QIIe1LVw2kZnMAAK1oIJ8u1awfPTkDABjc24uZywkAgGUyJGYyVCtlk6mGhSydowkhHa4tEinVPv3pT+NjH/sYYrFYzbp3vetd+PjHP45MJoM/+IM/wF/91V/hT//0Txvu6+mnn17yvZ566qk1Hy9pPW8axbGSVIq3Ewawn36tNpXiTaM4KJWydtQ2twcnjeLIJgorTqV40ygAYGgmpVI2GbVPsl68aRRHdSrFSaP0DEaRns9XdJx0eiqlHdrmt16ZhsU5Tly3G+Iqk76EELLVtUUixeuJJ57ALbfcgte85jV111933XWQJAm9vb345Cc/iWeeeWaDj5BshOqOEKD5VEp1GsWx2lSKN43ioFQKIbVpFMdKUinVaRQHpVII2Z68aRSHN5VSnUaZG6u6F6BUyqZinMMq318VaJY1QkgHa6uOlK997Ws4ePAgXv3qVze1fSQSQTgcXuejIhutJo3iedgxcW75WXPqdcIAi6mUlczgUy+N4hg9OUsz+JCOVp1GcTiplGZUp1Hc5eVUCiFk+6iXRnGMnpqBrhpLplEck+fnaQafTVL0dJ7kqSOFENLB2mZoz6OPPoqrrroKx48fBwAwxvD5z38e0WgUx48fx9GjR5FM2l+Oe3t7AQDPPvss7r333k07ZtKYZVqQZGl1r7UYBnf3YMfuHgCA7JNhGSac/g9RXLr/T5QEXPM6u+aO/RruDucRBAGWaUFWmv/o7zs+1HCdQDMHkDbEOYdlMsjK6tqgw7IYJKl+ezNNC4GQD1e/9mDd9ZIsglkMjHFIsthwSJ0oi3jVHYfqrhMEAaZpQV7luYQQsn50zYQoCStqn5xz7D68A7uPDKLeKUEQBQRCPrzqjkMQRQGWxSqG+AlYvO6KDc5NZH2phlX334QQ0mnaoiPlueeew6c+9SkMDAy4yzKZDO677z488cQTeMtb3oKjR4/ilVdewcMPP4ybb74Zw8PDkGUZv/M7v7N5B07q0koGEtMZDO3rXdWNjuKTofjsjyazGOLjqRXN2OMLKO44a7WoI58qom+ka1Uz9niPhZCtQldNJGcy2LG3t2FHyHIM3cTs5QSG9vfVbQOyLEGOLP0FyrIY5idS6B3uajidsT+gAFRriJAtp5ApIRDyLXse8JJkEYWcimh3CMGIv+42SmeWPtkynM4TUQA06kghhHSwtviGeMcdd+BHP/rRstu97nWvw+te97oNOCKyFrlUEeNn4ugdiiEQXtsdka6ZGD89C1EWsGNXz4o6QyyLYW48hbnxJKK9oVVNyUrIVsM5RyaRx9iZOHqGYpBWWZBRKxqYPD+PnsHYqjsTDc3E2Jk4ZJ+M/p2r68wkhLQfp45JtDeEfceHm06laCUD46fj6N/ZjV2HB9acmiMbTzMZRAEI+mRKpBBCOhrlIklLaSUDY6dmwDnH7FgCzGKr3hcrP81mjGP89PK1UaoZmomZSwswdAuZhcKKaqMQslXpqonx03FwxjE3noK1ijZo1wayiz2Onp6Boa98HLzTkckZx9jp2aZrphBC2l8hq0It6JifSMNosm0zxpBdKMDQTMRHEzCovsaWZFgMsiRCFgUYa7jHI4SQrY46UkhL5VJF9wvT7OXkmr486ZqJ6YsLAABTt5BeyDfdGWJZDHPlThgAGD9NhWHJ9sc5RzZRcL+gTF9aWNWXFa1oIJsoAgByiSK04srbjqGZmL604P47m6DOTEK2A++sOgAwfXEeprl8MkErGZg4NwcAYIwjPp6CSYmGLUc3LciiAFkSoZvUkUII6VzUkUJaxk6jLE6FupZUijeN4lhJKsXQTMyUO2EAUCqFdARdNSumI15NKsWbRnGMrTCV4k2jLO6DUimEbAdOGsUx10QqxZtGcVAqZWvSy4kURRSgN9GBRggh2xV1pJCWsdMolR0dq02leNMojmZTKdVpFAelUsh2Vp1Gcaw0leJNoziyK0ylOMPqqpdRKoWQra06jeJYLpXiTaM4KJWyNRkWh+QkUmhoDyGkg1FHCmmJ6jSKYzWplHppFEczqZTqNIq7nFIpZBurTqM4VpJKqZdGcTSbSnHSKPXaL6VSCNnaqtMojqVSKfXSKA5KpWw9hsUgiwIkUYBZ5zxPCCGdoi1m7SFbnySLuOKmPXXXCYL95arZqZANw0L/zi70DMXqrl9uP5Ik4vjtB+xtRQGiKLpPyiRZhK6a7lSsWkmHKApQ/Bs//epmvjfZegzNhCiLDaczliQRR2/eW3edIAjgFgMavFZXDcg+CQKAvVcOu8v9QQVaabHjUhAEWJYFy2DuFOPVmMXQN9KF3mG7/fr8MkzDcjtWJIlm7iFkK7JMC4GQD1e/9iCA8rWYczDG4fPbt5OcczCLQZIlcM5hGhY4ByI9QVxVvi5X4BySXHleYhaDZTIo/spbVFM3ISlSy2f/MnUTEABZoVviZhgWQ8gn2x0plEghhHQwumqQlpAVCZGuYEv2VcyqCEb8iERqp201TQsLk2n0DXfV3GQ5FL/srtOKOgpZFb3lTplSXoOuGosdKUUDsiJtSmeGWtCh+GTqSCFNKWRVBMK+htMZyz4JEd/K2yBjDNlEAeGuoN3uylMdm4aJ+ckMBnZ1VXzBKOU1FDIl9AxFIUm1U5cqPtmdLpkxhoWpDLr6IwgF6XNOyFYmyRKCkcU2n0kU4AvICIV8WJjOoHsgAtOwsDCVwcCubliGhVy6hL7hmNvR4mWZDPOTKQTC/orlumailNfQsyPqLuOcIz2fR7Q3BH9wdVO6N6KVU67UkdIcs5xIkUUBjAMWs4f6EEJIp6GhPaStaKqBy7+Ytof21HnSYagmLr8yg1JBW3ZfjHHMT2dw+ZUZaCUDlmlh8sI8Rk/aQxS0ko6x07OYvDAHQ9vY2ila0X7vqYvzG/7eZOvRVQOXX5lGfCy5qumMl6KV7JoHyXgWjLGa5d5EimVZSMazGD05A720fBxfL7fXfKq47LaEkK1D1wyMvjKNmcuJcjufRj5dcmuoGLqJ1FwOl1+ZbjicT9cMXD45g2J+8Xru1DizX7d47tFLBi69Mt3y4bmmbk8XP34mDtOgIUbNMMs1UiTR/gpBUyATQjoVdaSQtlJIl6CVDExfXIBeNW7aNC1MX5wHAPtGbZlx1YZqYOr8PHTVQC5VhKHbaZZ8ugQ1r0EvGcinS0hMZ2FoG1vsTi3qKGRULExlYOhUaI8szalLMHO5tfUEGGPILORh6BamLsy7BWVNw/5yAdh1iZwvGHrJxNSFebveUCIPy2r82XXSKMxiGD01W9EhQwjZ2ko5DcWcBq1oYH4qDWZxu+O1fA7RSwYmzs7ZReLnczWdH5bJ7ILyvPJ67tQ404r29Rmw0yjJeA6WwVpeNF5TDaTn80jP5ekc1SSTsXJHiuD+TAghnYg6Ukjb0DyzATDGa1IphmpibiINAChk1CVTKU4axXn92KnZigJ5o6dmUfS8fiNTKU4axTF1gVIppDHvLBmc8ZamUrSSgcmz9kwalsHcVIpWsr9cAEB63v6C4aRRLMN+78mzc0umUnTV7nRxfgdKpRCyPeja4jlpaG+v+4BDKxnQNRO9wzHkUkV3Np7xM/GaVIquGZibSAGwh/MW81rNjHujp2agq4bdKXPO7thtZdF4J43ioFTK8hjnYByQhMWOFMuigrOEkM5EHSmkbThpFIc3leJNoziWSqU4aRSHrhpQCxqCUXssdj5dgiRJkH32eO+NTKU4aRQHpVLIUqpnyWhVKsWbRnE4qRTvlwugPFtWabFjBMCSqRRvGsVBqRRCtgcnjdK9I4pMIg/m+SI9fWEeOw8NYOZSwl1WnUrxplEcoyftThPvjHtOKiWTKLgduABalkpx0igOSqUszyz/t/YmUgxKpBBCOhR1pJC24E2jOLypFG8axdEolVKdRnFMXVjAzoMD7s8zlxYwcrDf/XkjUinVaZTFY6NUCqml12kXrUqleNMoDstgSM3latoOs+zl3i8zQONUijeNsriMUimEbHXVaZT4WLJivS+gIJcouGkUhzeV4k2jOPxBxb7eV02nO3pqBqiqY9qKVEp1GsV7nJRKacwqd5qIogCpPHuSSYkUQkiHoo4U0haq0yiO6YsL0FWjJo3iqJdKqU6jOHTVLjjrTaX4g74NTaVUp1EclEoh9VSnURxrTaXUS6M4Js/PYfhAf8Wy4QP9mDw/V7NtvVRKvTSKg1IphGxtS6VRAGD4QB8m61x/nVSKnS6tTKMAwODe3ooUi0MrGuAWRyBcOVPPWlMp1WkUB6VSlmay2kQK1UghhHQqmuuNbDrTsBAI+3DV7QfqrpdkCcMH+rFjTy8A+8mVphrujZgoCVXbi7jy1n2LCzjcJ1eSIqKrP+x2mCh+Gcdv3e8+PZMUEYwxiGLr+xhNw4IvoOD4bfvrrpdkad3em2w9lskQCC3RLqSlPyemYUFWaqcnBuzkSbQ7VPNZFEQBnHEEo35c/dqD4IxDEAX4gwqO3rjXXV9xHLIIy2DuVMjM5OjZEUFXf7jue8tK6z7fS/2OhJDWskz7GnbV7Qeg+GUYmonewZi7XpRE+EMKrrhxT8W5Qih/4ZYkEcziGDnQh6F9vW4njCiJUHwSjt2yz93WwTmHJEs4etPempSLJK+87ZumZacpZKnhuVVW6FrciFnuIK+okcIokUII6UzUkUI2naxIy34ZUvz2R9UyGZKzWXTviEDxyTB0E8nZHHqHYpBk+6ZH9smI+pb+aAcjrTn2lXB+z2DEScQUISsSAmH/xh8MaXuSLLqflZVyZqrqHYzVfDEB7PbktCkASM/lEIwG4A8qi9tUtSGlr7nLheyTIPuCqzrulWAWQyqec88FhJD1JckSgpHFa3Ug5Ku73XLnikxORSDkgz+2+HpDM6Gphn0tX6aTeLUM3UR6Lo/eoRgCIV/D4yeNOZ0moihAEAQIAg3tIYR0LupuJ1uKoRm4+PNJaEV7uINWMnDh55PQt1h9EUM3MXpqFtOXE7BMisWS1ipkSrj486mmou9aycDFl6frTlHaznTVxMWXp6DmG8/eRQhpL7pqn2+S8VxFuq2Y13Dp51Mtnd69mlbUcXEL3i+0E3doT7k+iiQIlEghhHQs6kghW4ZlMkxfToBzp9aCjvHTswAHpi8sbKkOCa2oI5csYm4sSUVmSUvZBWpnYZkMidlszVCcarlUEbpq1J2itF0xi2F2LAHOOEZPzcLQt8ZxE9Lp8ukStKKOibNxt6PX0EyMnpwBYxxz46mWTe/uZegmRk/PgnNg5hI9wFgty1Mjxfl/qpFCCOlU1JFCtgxDMzBXniEglyxCKxlu4da5yVRLpkPcCE4aBQA4B6VSSEsVMirUcmJr8tzcku1CKxkYK38Wq6cobWe6amJ21D4X5NMlSqUQsgXoquFe+yyTuamUYl5DMWtfy2cuLaxLKkUrGsgl7FnD5saTlEpZJe+sPYDTkdL+1wxCCFkP1JFCtgRvGsUxfjqO4f199g/cnuFnK3RIOGkUB6VSSKtUT5e8XColX06jOOxUSnt/Fr1pFMfoqdl1HRJACFk7J43imDgbh1bSK85Z65FKsdMoi+9BqZTVMxmHgMUZqUUa2kMI6WDUkUK2BG8axZFLFRGM+t1CtVshleJNozgolUJaxZtGcTRKpWglo+azaKdS8m2dSvGmURz5dAlqgVIphLQrbxrFYRePz9UUm291KsWbRnFQKmV1LMbdQrOAnUyxaGgPIaRDUUcKaXv10iiOmUuJLZVKqU6jOCiVQtaqOo3iaJRKqU6jONo5lVIvjeKgVAoh7as6jeKYPD+3eA0va2UqpTqN4qBUyupYjLuFZgEqNksI6Ww0ZyRpe5xz9A3H0DsUcxbA+wAk1htCpDcEwI6bep+mc85hGpY7PaplMTCLQ/HZT8AM3YIoAZJUf/pl07CWnZq5WaZhQpREHLt1X931giiCc+4+6SFkJSRZxP5rRhYXcA44MytIIkxzsR2YhgV/yOd+Fv1BBZbFYOpWeV/2Z94yLfffyzENE4IgNL39ajDG0TMYQ/eOaN314jpNm0oIWR1TNwFBgC+o4Ngte+1zEudwB4dwjnBXEMdvPwDmdJxwQBBhd5iu8XQiiiJ2HRoADtdeV+1DoU6AlXASKQ5REGj6Y0JIx6KOFNL2ZEVCV18EgN0Rkl3II9oTcr8UAkB3f6Tua3XVgK6a7raGasKy2GJHimZAFEVI4dq7Nc458ukSQlE/fAFlzb+H8yW10bESshaSLLmfLV01UMxp6OoL1+2YkxUJke6g+3NmIQ9fUEGkf3GZZVrIJAro6gs31TmiqyZEcX07UuxzQXjd9k8IaR1NNaAVdMT6wpBkEaKoIBQNIJcqwheQIftkZBcKgADEekKLryvp0FWzJQ8xRFEA50AkFoDip1vetbIYh6cfBaIISqQQQjoWPb4jW4qhmjj7wgT00vJDDzjnSC/kcfHnU9A1wx0WMH56FqZhwjRMjJ+JY3YssfgkzENXDZz/2QSKubXXXmAWw8xoEuNn4jANa837I2QppbyG8y9ONDVEp1TQcPHl6ZohZ7pq4txPx5uaEtk0LIyfjVOtH0KIK58s4sJLk9BKOmYuLmDy3By0ko6LP59Cej4PQzdx7oVxaJ7rOeccydkcLv1iuiVD9XTVwPkXJ1CiGkotYTFWM7SHpj8mhHQq6kghW4ZlMcTHk+CMY+x0HIa+9E2WrhoYPx1HKa+hmNWga3aRyvR8HlrJgFYykYrnMHs5WfNlkXOO9Hwepm5h9OTMmmtG6KqB+GgSqXiu4qaRkFbTVQOXT87ANCyk55YvHFvMqNCKOibOxt0vG5ZpYfLCPDgHJi/MwzKX7vzTSwZSszmq9UMIAWCnUUZPzUIrGcinSsgkC8ilSijmNJTyml2LqWSAMY7xU7Pu9VxXDUyci6OYVVFc47TmnHEkZrOwTIbRkzNUQ6kFaob2iFQjhRDSuagjhWwZhmpi5nICgD0UYalUipNGcYbTjJ6cgVrQ3CKVuWQRE2fi7rbVqRRdNTBeXl/Ka2tKpThpFOcL7cRZSqWQ9VPKayiVP6/LFY4tFTSMlT/numq6qRRdNbEwmQYALEyml0ylmIaF8XNOW6IZqAghdhrFOfeMnZ7FzoMD2HmoH2PlmXtM3UIuWUSkO4hMogCtZLhpFMuwzx9r7fzQVQOT5+YA2DOaUSpl7SzOIVKxWUIIAUAdKWSL8KZRHEulUpw0iqOU16CrJnxBBaIkwh9UkJrLueu9qRRvGsWxllSKk0ZxUCqFrBcnjeJYLpXipFEcE2fjUIs6Ji/MV2y3VCrFSaM4KJVCSGfTqqY61koGOONQ/DJKnpTJ9KUFjBzoBwCMn5qFVtIxcW7xur2WVIo3jeKgVMramVZlR4ooCrCoYC8hpENRRwrZErxpFEejVEp1GsUxfXEBOw/2Y2hfL2Y9HRvOa5xUijeN4lhtKqU6jeKgVApZD940iqNRKsWbRnEYmgVTX0yjOBqlUrxpFAelUgjpbN40imOqPFTQy9QtqEXdk0oxgaptVtv54U2jOCiVsnYW5xA93xxESqQQQjoYdaSQtlcvjeKol0qpTqM4SnkNkiwi1hdGej5fs95OpRg1aRTHalIp1WkUB6VSSKtVp1EcjVIp1WkUABjY3Y3pS5Udlo56qZTqNIqDUimEdKbqNIq7vGTANCwEwr6K5d5UyuS5OQzv76tYv5pUSr00ioNSKWtjz9pTWyOFppEmhHQimguOrIplWJA8UxNaprVu055yiyHSHcTh63c1tb0oith/1XD5xfYTcuciH4oFwBlw8FU7AQCCAHt6WMHdHKFYoOF7iVLzfY+cc3AAh67bWXe9IPCav6OXaVqQ13EqWdKeOOcwjcUpupslSiJ2HR7w7Mf+fAP21MimYbnTgOuqAUmRcOAa+7MZDPugayZivSGk5/PoGYyizqzJ7hNl0zAhSiI4eMO2wrn9hUYQ6+yoRZZqP4SQ1nGuR5xxWBaDrNjnFFESIYoCTMOCrEgQRQF7rxysuPYKgv1vxS/jyPW7Uciq9sW2fGqI9IRwxU17YOoWegajCEb9Fe8tCHD3vxTGGJhlf6kPhH11z02haGBdz0nbXXVHilT+J+OL/yaEkE7RNh0pMzMz+Ou//mvMzs4im83iv/23/4a77767ZrvnnnsO6XQakiTBMAy87W1v24Sj7WyMcRRyKkJRP2RFhmVaKGRURLqDK+poaJbsk9E33FV3naEZKGZVhLuC7k2W4pfRP9K95D4j3cEl10e7Q6s6Vi9BEBAM+xEM++uuL+ZUGA2+CHLOUcpqCER87pdf0hl01VhVR4qsSO7nXivp0FUT4a4ARLG2TfoCCnwBxf05ny4h2huCL6Bgx+6eJd9HKxkwNAOR7hDCsSDCsaXb0nqpPg8RQtaHoZlQCzoiPUFoqgFm2h0pumq4NcdKOQ3+sA++Jq6/4a7ac4Y/uHg+Wu71jeiqCWYxhKIB9A7GatabhoViVkUg5KvzatIMVj1rT7lTxWIcEnVQEUI6TNsM7fn85z+Pj33sY3jkkUfwN3/zN/h//9//FxMTExXbnD17FqdOncKJEydw3333oa+vD4899tgmHXHnMlQDp380Zo9nhn3zcvpHo0vO7LFedM3EmR+PbbmormlYGD8bx8JkumK2IIeuGjj70zGoa5z+kWwtnHMk4zk7fr7M9N5LKeV1nP3peFPDx3TVwIWXJlFIl5radyFTwoWXptY8Jfha6aqBMz8eoyFyhKyzUkHD2RfGoasGkrMZjJ2eha7qGDs1i+RsBnrJwNkXxqFuYv0RxhgWptIYX6L+mK4aOP3jUehb7H6hnViMwdtf4nSqWIxqYhFCOk9bdKTk83m8/e1vRzQaBQAcOXIEe/fuxaVLlyq2++d//mfcdNNN7s+33HILPvOZz2zosXY6xjjmpzNgFsPE2Th0zcDkhXkwVjuF8HozNAOT5+33jo8nt1TxVqe2xNTF+ZqbOs45MgsFGLqF0VOza/pCTbYWXTUweXYO2UQBWnF1HQRaScf46VkYmolsogC2zA1uMaehlNcwenIG2jKdI1rJwOjJmXLxZXVVx9cKjHEkpjOwTIbx03GYBrURQtaDoZkYPWmfTzILBSRmskjP5+3p0lNFJGayyCQK7nab1UmhqyamLswjNZur28lrGhYmzs6BWRzzDR5gkOVVT3/sTaQQQkinaYs8dCQSQSQScX8uFovIZDK47rrrKrZ78cUX8du//dvuz36/H9lsFolEAn19lQXKHHfdddeS7/3hD394DUfeeQzVwNR5e2rUVDwHXTWRnMkCAGZHkxja21dTTG696Nrie8dHkxjc07vsGOp24J3phFkcC5NpjBzsd4dF2cVy7WJ9+XQJal6D0tsWTbWlqG1WctIoTofg2OlZHLlh94qHdpXyul2DAMDE2TnE+sINh5fpqt0xAtidJIV0Cf4hpe62gJ1GcRIgoydnceWtgYohQhtFVw1MladoTs/noZUMGt7TYtQ+CWCnUQoZO602fiaOfVcO4XxqEuNn4hja14dQ1O8Wly1kSlALGnz+jW2LThqFWfaX+fGzcRx61a6K+wE7TWPfL0xfnMfAru4tO8RnM9umxVBZI0WkjhRCSOdqi0RKtU9/+tP42Mc+hliscozr/Pw8/P7KLwQ+nw/z8/MbeXgdy5tGcUyciWNoXy8Au7DkRqVSnDSK99i2SiqleqYTbyrFm0ZxUCqlMzhpFMdqUilOGsWxXCrFSaM4lkqlOGkUx2alUrxpFAelUghpPSdl4v3Zqb2UWSgg1heCrpoVQ2s3I5XipFEc1akUJ43ioFTK6nDOwXhlLRQ3kUKz9hBCOlDbPcJ74okncMstt+DVr351zbqBgQFoWuUYXF3XMTAwULOt4+mnn17y/Z566qnVHWgH8qZRHOn5PIb29WJ2VASz2IalUrxpFMdWSKV40ygObyrF0M2KL8LA9k2lUNtcVJ1Gcaw0leJNozgapVK8aRTHUqkUbxrFsRmpFG8axUGplNaj9km8aRTH9KUFO5Xys0lwbv/stdGplOo0isObSvGmURxbOZWyWW3TCZ1U1Egp/5sSKYSQTtRWiZSvfe1rOHjwYN1OFAC4/vrrMTk56f6s6zpisVjDYT2kdeqlURyzo8kNTaVUp1G8x9juqZTqNIpj6uI8dN2sSaM4KJWyvVWnURwrSaVUp1EcjVIp1WkUR71USnUaxbHRqZR6aRQHpVIIaZ3qNIp3ua6a6BuJoZTT6hZ638hUSnUaxeGkUqrTKA5Kpayc01lSUSOFhvYQQjpY2zy+e/TRR3HVVVfh+PHjAOynDJ///OcRjUZx/PhxHD16FO9///vx2GOP4bbbbgMA/PCHP8T73//+zTzsjmGZFhSfhH3Hh9xl3idAA7u74QvYHydREmGZrGVTIVumBUleTJkIgoBIdxCROlMoipIIvokX9OpjrVhnMZimVfE39BK4/bs1XN+yoyTthnNg1xE7WScpImRZhlbSAdgppqU+V4ZmQvHLECURfSNd6BvpgigKCEYD7tNkQRBg6Bb8AbtNmro9TWjDz1rVh00QBQwfqN9hzSwOU7cgr3C65tWwTPt9Gh03tRJCWkMQgIFdXRjY1QXO4V5XZZ8EX0BG71AM2WQBe48NArDPYYIouOeO9ZgJt/o8yDkHZxx7jg7W3d7ULSh+GbG+EGJ9oZr1oijCslp3r7LdMV7bkSJRsVlCSAdri46U5557Dp/61KcqhuhkMhncd999eOKJJ/CWt7wFR48exZEjR3DLLbfgy1/+MgD7Ivrggw9u1mF3FMUnY3BP75LbDO/vBwBoqg5dNaC0KNqrFnX4/AoUvwzOOHTNxNCeXkhtNoTH0EzomoFwrLaDBwAkSUSsN4xYb7jhPga2YMyYrF0g5FtsPyUdlsXROxRb5lX2FwtNNcA5gy/gw85D9jnU0O2nxs7P1WSf3NT+HT6/7B7fZmrmPEQIWTvZV7/NayUdzOIIhH3gsGdw8XuuW5bJoJX0demcUIsGfH7u3lsIgoBgxI9gpH4xbUc7nLu2AzeRUq9GCnWkEEI6UFt0pNxxxx340Y9+1NS2b3jDG9b5aMha6SUT514Yx5W37W84W0jT+1INnP3pOA5ftxuKX4amGnjlB5dw9e0HEWyzjhS1qOP8ixM4/uoD8Ac3fiYTsvU5xYYTM1kcvm7nsjU/dNXE6f8YxZW37YcvsLhcK+g4++IErn71Afjos0gIaQHOOVJzeWTm89h3fAhjp2bR1RfG4L5eiGJ51jnNwCvfv4RrXneopfVHdNXAuRfGceCaneja4FmBiG1xaM/iMiecQsVmCSGdiPKMpKW0ko7xM3Hoqolcsrjm/eXTJWhFuz6DrtkF4yyDYfL8PKw2qoVijyefsYt1VhXnI6RZumpg7PQs0nM5aKWlawxYpoXkbBamYWHy/Bx01R4KZOgmRk/NQi8ZyKXX3gYJIQSwz08TZ+JIzmZh6BYy83lMnp93i1BbJsPMxQVYJsNCi+uPFLMq1IKO0ZMzdeuykPVXb2iPIAgQBcBqMDMcIYRsZ9SRQlpKV+3ClgAwcTaOUqG2mGXz+zIwesoucJlPl6AWdMxeTgAAFqbSGz7F4lLUoo582u5AcTpUCFkJJ41ilosNj59Zuniqt8hiciYLQ7dvZLWCjlzK7kBxOlQIIWQtnDSKU8x98twcBvf2wjQspOM5MMagawbiEykA5QLqLbpG66qBy+Vi18WsimKdItlk/dUb2gPYHSs0tIcQ0olWnY9UVRXPPPMMXnrpJcTjcaiqisHBQezbtw933303du/e3crjJFuAk0ZxOKmU1Q7vcdIojrFTsxjc2+u+x+T5eRy4anjTa6U4aRSHk0qh4T1kJZw0isNJpdQb3uOkUbyz10yen8O+K4cwempxH04qpS/Ytb4HTwjZ1pw0iiMVz+HoTXsRH0ti8vw8ugejmLm4AJS/TzOLY2EyjZGD/Wuul+KkURyjJ2dw5S37WlaHjTSn3qw9gN2xwqgjhRDSgVZ8Fcrn8/i7v/s7JBIJ3HbbbXjwwQfR19eHaDSKZDKJ8fFx/Ou//itmZmbwnve8B9dff/16HDdpQ940imPibBzR3tCKO1O8aRRHPl3CyIF+yD4Jpm5hYSqNXYcHNr1WijeN4hg9OYNwV5A6U0hTqtMojvEz8bq1UupN+ZmcyWLXoQHkq4aWjZ6aRbQ7RLVSCCGrUp1GccTHkxjc24uZywlk5vIo5iqTIlMX59G/q3tNtVK8aRSHk0qhWikba3FoT+VyiRIphJAOtaKr0Isvvoj/+T//J/7rf/2vuOqqq2rWDw4OYnBwEDfddBMMw8AXv/hFPPfcc/jgBz/YsgMm7ak6jeJYbSqlOo3imL60gJED/W2TSqlOozgolUJWojqN4qiXSqmXRnFMnp/H4J4ezI4mF/dNqRRCyBpUp1Ec3lTKxLk5HLhmBLkXFusytSKVUp1GcVAqZeM1TKQIAhWbJYR0pKavQOfPn8fXvvY1/N3f/R18vuWfLiiKgl/91V/F+fPn8fDDD+Ohhx5a04GS9iaKIsKxAMKxQM06ZnFoJR3+oP254ZyDMQZJsjs/LItBFAQI5cccumpAVw2MHFycspB7nnb07+wGsxgY4xAE+ynJUt0olskgya0pB2RZDJLnhpADiPWFEeurndJYVw0Ymkk3emRZzOLYsbun7jqtqCMQUiDJ9qfcNBgYYxje32dvIADggCAK4Ixj+EBfzZcWQzWhayZkSYTFOBRfZYvRVAP+QG2nX/Xn3V3ewjZFCGlPpmFBViRYJsOOPfb5iXPuDt8JRHyAwHHo2l3IpYoIhHzYe3wIhlpZG8UyGRi3X6uU91fv/FF9vjE0E1qp8l7Ai5e/vDc6T5HWajy0h6Y/JoR0pqa/4e3fvx9/9Ed/1NS23/jGN/CGN7wBgUAAhw8fxuHDh1d9gGRrUPwy9h0frrtOL2qwTAYznYLo88MQZDDGEQzbX+YM1QQEuPFfZnH0DXe5HRBaUYMoSVD8Mjjn0EsGRg4OQJJFMItBUw3IsuR2xFS8t2rAshiC8tqmYQbsmzZdNeDzK5BkEZbJwBnDnqODEITa9yakWcGIH3uPDQEAdM0EZ8zteKzmDyrYfWQQwOJnUlIkyPJi58jOQ/2wDAZ/VaS+VC7SWN2RYhkWVIsh4EmOMYtBLxnwB5WKjhm9oMJigGKVIPr8EEOhNfzmhJB2ZJVUGJYApqmQFQVDe3trzycFDaIowB/0oW/ETryFu4J19+eeexTJPmfJInyezlvTsGBoJoKRxXOQ4pfRvSMCQRAqtvUydBOmblW8jqwPJ3VSfbtDxWYJIZ2q6S58Wa7tc/n+97+Pe++9F8ePH8exY8dw7NgxHD16FL/7u7+LQKA2mUA6UzGv4eLLU1DHJ8EMA+n5PKYv2FMkMothdiyB5GwWnHGYhonLr0y7s46oRR2nfzwOtTz7j64a+MXzF6GrhvvzK9+/5P5c895ZFZdfnoahr332AOe9DK383pqBl793kWZFIS2VXchj7NRsTT2CenTVxC+ev1TzBFgtGjj1o9GKdsEshsRMFjOXExX7LhU1XPz5VE18XtdMu21VzbxRKuq48NIk1MlpME1dza9ICGlzugW88oNLMC0BesnEqf8YrThHWKaFyXPzyCaKbjKkEctiWJhOIz6WhK4ZuPzKNArZynOHrho49R+XK2a8s0yG6YsJJGayDd9DKxo4+9PxhvcApHUY4xAF1Dw4oo4UQkinWlMW8o//+I/xu7/7u3jxxRdx+vRpnD59GmfOnMGHPvQhMJpTvqOxYhFmKgktV8DoqThyqRKsviGYgoTxM3HMTabKQ3hMzF5OYvLcHDTVgFayO1pGT81AVw0UcypKeQ3jZ+LQNAOpuTwM3cL0pQWYhomZ0SRM3UKi3BHj5RSpyyQKa56OmHOO5GwOpm5h+nICpm5i5tICTN1Cai637I0kIc3QSnatlMRMdtkvBpxzpOdzMDQT0xcXYJp254ihmxg/PQu1oFd8WdFKBqYvzmNuPFXROaKXTOTTJYydnnU7LJnFMD+RgmlYmJ9IwSqWPO15DvmMCqt7AExVYaaSYMUiCCFbm3PdNvN5JGayMHUL8ck0UvM5qEUdhUwJTLXPKbpqYmEqjbHTs8ueq/SSgemLCcyOJWEaFjILBYyenHFfZxoWJs/P2QXrk4sF6w3NsOuvnI3XfWBh6CZGT8+glNdqCt2S1rM4rxnWA1BHCiGkc62pI6WnpwdvetOb4PdXRip/+Zd/GaJI41U7GdNU5P/9KRSTBTfSOzGWhaZa9swkHJi+uIBcqgDOOSyTITmTxfxkGoD9lCmfLrlFM7PJIizdcgvezU2koKsm4mP2+slzczU3c94ideOnZteUStFVAxPnyu89loSumYhPpOzf6+wcpVJIS+SSBejldMnkubklUym6arpFl+cmUzDKnSN6yUBmwf4y4nxZcdIolsnAOcdsOZWiFjWMl4vcFnOa2170cucMYLdTwwJy3/4miqkCijn7i9T45Sz0RArZxx+jZAoh2wDTVGQffwy6JbjtPz6aQqTbHr43fiYOzSynUc7bs4YZmrlkKsVJozCLgTOOubEU9hwbrOjo1VUDieksAGDs1Cy0kn3OmrmcXLw/iNc+sNCKBnIJuxPX2zFD1gdjHGKdIdSiCCo2SwjpSGvq7bj11luRSqVqlp8/fx66XltlnXQW+ZobMHY54/6cS5ZgMQFyeYaduckUZJ/sjredPD+HWO9i0dbRUzPoH7bHXUd6gkjFc4tfLLk9g09/eVy2ZbKKVEr1lImZRKHuLEDNcNIolsHKPwMzlxPusZkGpVLI2mklvWLmnqVSKU4axZ0umQPTFxbKs/8szq7hfFnRVTuN4nBSKVo5jeJwUinzEymwcltijGN+OgP/ra/D+OWsu62TShH8VJuAkO3Cd+wqJOMFd1Yw+/qXRd9wDGpRRzGruWkUx1KpFCeN4pgdS6J7IALA7vzQSjomz8+56w3NTqXoquE+KAGAibPximSpk0ZxUCpl/VmMEimEEOK1po6UX/u1X8NHPvIR/OM//mPF/z7+8Y+7M7KQziQGgjB7htw0imP60sLibCMcWJhKo39XNwC7MySfKbkz4GhFA5xzBMI+jBzod5+QOeYn03aBO6cjxpNKqTdl4vjp1aVSvGkU970nUhjY2e2+N6VSyFrlkkU3jeKYPDfnDtnx0lWjZrrxxGwGmmogs5CvWD56cgaaalZMl8w5hwC4aRRHMaehVNCRnq/cx/TFBNDd76ZRHOOjOYTuewCin2piEbLVif4ApOPXYvpS1bV2Io2B8qxihWypouMDaJxK8aZRHJxxzE+ksefoILSSAUO33DSKI5soYOZyomJ/lsmQ8qRSvGkUB6VS1pc9tKd2OXWkEEI61Zo6Uj74wQ9iZmYGqlp5c53P52kWkw5nCjJGT8VrlueSRQSjfjeVsjCdQd9wl5tKmb2cWOxoATB1cR57j9kdMjXDHDiwMJWxOzSwmEqpTqM4VpNKqU6jLC63EwNOIoZSKWQtqtMojsRMtqaDzk6j5BfTKGVDe/swfrq2zakFHVpRhz+0OOtFrC8EXatMozjGT8+6Mwg5GOOYm0yhZ0e0Ynk+XYJuCjRzDyHbgT/gDgH0clIp/SMxRHvDWJjK1Ly0XiqlOo3imB1LontHBIN7ejB1fr5mfd9QDPGx2rSzk0qpTqM4KJWyvlijRIoowKK6iISQDtT09Mf1jI6O4lvf+lZNjZRrrrkGuq7TzD0bjDHWNrVpGOMIdwUQ7qr9DOiqgf1XDSM1lwNgT7269/gw8uWZeiRZxK4jA26iJBQNILOQR//Orpp9CQKw89CA5ymVDs44It1BRLprp2HMp4vwhxQovuY++oZmQi1odd+bc45dh3e4P5cKGgzNbDhNIyGNWAZzk1jVCpkS/AEFUrnz0dBMlHKVn0lBFDCwuxtaSa/7WdWKOvZfNeLG8XcdHkBqrn6bAgBfQMbIwb6KhIxlMuw+OghJEe2eRAAQBORSRQTCvqbbFCGkPVgWg+SZ2tzQTeiqWf96xzh2XTGIfKrY8Lxh6hZ8AQ5BEOzp01UDvUPRutvqJRMjB/swfma+Yn+RriAsi6FvJFb3dYZmQpAU+AMK/HWOI58uIhTzw+en63CrNR7aA0qkEEI60prufK+55pqaThQAuPnmm+suJ+uHMQZDs+DzCxDqZS83WCDkw+HrdgMAmKaBl59WCLIMUbFvcPrLSRLXvsUkSld/pGLV/qtGlnw/572qf2aaBm7YHTKC4oO4ws+lL6Cs+L0JWalQLOB+jgzdBOe84RcBX0DBvuPDddct91n0JkqCEbuTk1nWYvsURYjlYZl7j9V/j4NX7lhTmyKEbD5dM8EsBinkc5f5gz4cuNq+3jU6L/j9EnoHQvYypXFnhSiJ6OqP1FzLqx2+blfd5X3D9TtrFl9H192NxjhHvbC5JAhglMYlhHSgNcUXfvM3fxNPPvlkzfInn3ySis1uMF018cr3L7bl+GDR74cUDEIKBpe88VoPrFhA5suPIvPlR8GKheVfQMgmyyWLmDgTr1sbZT2wbAaZRz6HzCOfA8vWRvariX4/pEgUUiRKnSiEbFGlnIbRkzMNZwYTJQmSokBSFLcTBQBYLovMv34BLJ/bqEMlbcJiHFLDoT3UkUII6TyrTqT86Ec/wh/90R9hfn4ef/3Xf+3WROGcI5FI4IEHHmjZQZKlMcawMJWBrppIzGYxvK+vLVIpm4UVi+50rKxYrFhuwi6oRzUdSDvSVQOjp2agFQ2MHByAHFm/ot1OO6nXRgBqJ4RsV7pmYvTkNIo5DVrJcGuWNVLvmkrnis5jMV63/qEoCGC8XMSc6iMSQjrIqjtSbrnlFvzWb/0WLl++XNFpwjnHV77yFWiaRsN7Noiumpi6YBdsmzw3h76hGPyeuG6nYZqK7OOP1SzPf/ubAIDYiQfopo+0pXy65BZEnr44j73HhyHL69OZUq+dOG0EoHZCyHZVyi0WZZ04G8eha3ct2ZlC5woClGftqZNjd+qmMF4/sUIIIdvVmmqk3HfffTXLOOf4L//lv8Dn69wv8hvJSaM40ws6M9d0eiqFkK3GSaM45ibS655KIYR0FieN4kjFc02lUghhjEOWa3tSxPK9psk4pPaY74AQQjbEmjpSPvGJT6C/vx/vfe973WVf/OIXcfz4cVx77bVrPTbSBG8axdHpqRTRH0DshJ2SYsWi++Qscve9EEMhiH6aTYq0H28axbGeqRSnndRrI856Qsj24k2jOJZLpdS7ptK5ovM0mrVHKi9iVCeFENJh1tR3/G//9m+47bbbKpb98i//Mv7u7/5uLbslTapOozicVArv0IuaGApB7umF3NNbETd2llMEmbSb6jSKY24iDcMzBXEr1WsPjdoOIWTrq06jOJxUSiP1zgt0rug8Fm80/bG9jArOEkI6zZoSKXfffTeuvPLKimWiKGJmpvYLAWk9U7dQyJbQPVA7vWA+XYKhm/AFNnaWnO2OMQax3iBhQtbA0E0Ew34Ew7V1pbLJApSAvG61UgBA3rkL1vzcuu2fELL5LMOCL6DUvS/ILOThDyqbOsSHrq/tjbEGNVJE6kghhHSmNXWkFItFFAoFhMNhd9mTTz4JTvPJbwjZJ+Hwtbsab9CmJVKsfA5MVSEGApAi0SW39c4WsJqZAbyR5FbEjy2DATIg0kBg0kLBsB9X3Lin4fpG9Y7W2j6c1/lvfwMEy4Qorf6k4RyL9zhacXyEkNbwBxX3PMN0Hdy0UyiCrED0+cA1DWa+BKBxe3WuqaI/ULfNrxazGCyTQfTTtbVdLZtIoXt/QkiHWVNHypve9Cb8p//0n3DvvfciFovh9OnTePbZZ/G3f/u3rTo+soSt+uSGqSpyX3sc0ftOLN+R4pktYDUzA4ihUMu+vGklA6f+4zKO3bIPgQ6tP0PWx2o75tbaPgCAKX5cfmkSuw7vgC8aXNVxeI/FexytOD5CSGt4zzNMLSLnbZvBAEyttGx79V5TzVSyps2vlq4aOPPTcVx5yz5K0rYp1nD6Y/v/KZFCCOk0a+pIueuuu9DV1YWvfvWruHz5Mnbv3o3HH38cBw4caNXxEdI2cskC1IKOhck0Rg72UyqFbAtayUAqnoNlWjhywx4ovjVdFgghZEWYxTBzOYlSTkMhq1JHSpuyEym1y2loDyGkUzV9x3zmzBkkEgncfvvtFctvvPFG3HjjjQ1fxxjDE088gbe+9a2rPkiy9TnDeQCAl4ru/xsL9oxD1cN8nMgwKxYrljllNzd6mIBWMjB2ehYAMHVxHv27uimVQjaFd7jMWtuHaViYOBsHAGQTRWhFY0UdKfWOhRWLsCTJHjpQbvOrPT5CSOs0PHcUCjAsC4IkVWxbr702avNradu6aiA+lgQAjJ6cQTgWoM6UNsM5B+doMGsPdaQQQjpT03fMR48exac+9SmMjo7i3e9+d1OvmZ+fxz/8wz/g/e9//6oPkGwPznAer/zT33b/XT3MxzskwN2+PEUrsPHDBHLJAvTy7CnM4pRKIZumXtsAVtc+nDSKY+z0zIpSKY3aafiOO1F47pk1Hx8hpHUanjv+/SkAQPiOOxeXNWivrb42O2kUp7aeWtApldKGnPonS8/aw2rWEULIdraiDPfv/u7v4vHHH8f73vc+vOMd78BrX/taBIO1Y+ovX76MJ554AsViER/84AfR09PTsgMmW5MYCCB63wkAdhIl//S3EbnrbgjBkLu+YvtyQTtWLLo3aZG7712cerEFhWOb5U2jOCiVQjaLt4DyWtqHN43iWGkqpd6xRO6+F1I0iuh9J8BV1f2StlntlxBia3jueOM9EAKBikRKo/baqM2vtm170ygOSqW0H1ZOm9QrzSdQjRRCSIda8WD4EydO4K677sI3vvENfPCDH4SmaQgEAohEIsjlchAEAVdccQXuv/9+HDx4cD2OmWxBUiTqJk6c4TxCMASlf6Du9k5BO7NqmdzTu96HWsObRnFQKoVslopij1XLV9I+qtMojpWkUuodixgKQYp1QYJdjHK1x0cIaa2G545wGHJPb1PttVGbX03brk6jOCiV0n6cTpJ6iRRBECAJAnWkEEI6zqqqCkYiETz44IN48MEHAdjTIKuqit7ejbtJZoxhamoKJ0+exL333rth70taQBQhruCmSxoahjUXX37DdaCrBhIzWUS6a5NXmUQBO/b0wEcdKaSM8/qzGmyGpY7FNCwkZ+t/rpnFYRoWFZ0lhNTlnFu4KEKok0pulqFbKGRLdc9DC1MZSqW0kaWG9gB2UoWmPyaEdJqW3CmHQiGEWjDefXx8HA899BA+85nPYNeuXXW3+du//Vs89thj7heEP/uzP1vz+5JK3mJy9QrHLbd+uf0xXwiBO/8fiDCX3VZQFARffzegqhBkoWY9gDUdq7O+0e8hyRIOvmqk4e/WLl+aSXvQizo4s+CTsOoaICtpX96YvTdSbxZL4KIMQc1D9PlrC0X6gxje34vh/b1gmg5u2W1RkGSIfh8AAVY+D6aW7H17ikE3Oj7nWBoNA6DhPIRsjGbOIYKsuMNtBVmBmUpWLlMWOzC8xeJZMAKIEvxBH5gcROjNb4Uore46KCsijt60p+F6QaCHFO2CLZFIcZZTIoUQ0mna5pHjs88+i/HxceRytVFzr127duF73/veBh1VZ/IWk6tXOG659Uvu721vR7EkIJ/IYWh3DNJS2554AJbkw4WfTWLvvigCAQkcRsV6AGs6Vmd9o99DkkUAdDNHlscZR2I2C59oobs3ABGr7EhZQfvyxuy9DBO49MoE9kYKCOzeWVMoMnbiAcgh+ymwkUkhXy4EHb3vBORIqLy85BaI9haDbnR89Y6l0fERQtZPM+cQpqkV7Tv3tcfd/3de525bLhYvhsPA6/4TcuksRg70Y24yjWhvGP6B8KqOU5Kr7wBIu7LKfST1aqQAgCRSRwohpPO0zTfEG264Ab/yK78CRVk6xrncetLeLNGH0dNxTI9nYQnL/LcUBBiWgGyiiJnpIrhE/+1J+9JVA5Pn5zF+KQNT3LwixJbJMH05gWyyCKtvaLESICGErIF8zY329fviAnTNxPTFBYyenIGuGpt9aGSdOTPyUCKFEEIWtU0iJRqNLr8RgO9///v45Cc/Cc457r33Xvze7/1e3ZmDHHfdddeS+/vwhz+8ouPczpw4MCsWK5aZAMA4BEUGt6z661EZIfZGi1mxiPBr7gD8fhQLBtSCDgBYmMlikBsQLBOCooAbhrvv8GvugCVIGDs9V942h50H+6GYJqL/z3329qYJXo4be49FkCRwwwREoe6xOu/lLFvq9yDrZ7u0TVYsgpkGEvM6LJPBMhkKWQ0y0wHGVjz8rd5ndiX7MKQg5ibTAICJ0SwOXz0EvjAPQRDdoTqsWIQlimCGAV4qufsQRMktBu1tW7xYdJeLvsVOopUcH9latkv77CRLXsNhD+FxzjPcs40gSu4sW+7rCgUYlmWvlySI4TCMQBdK+Tn0DEYxN5ECYxylvIZiTqNaJhtoM9qmM7Nx4xopAkzqSCGEdJh17UhJp9Po7u5u6T7f9a534eMf/zgymQz+4A/+AH/1V3+FP/3TP23pe3QqbxzY4UyPCADhO+5E4blnGq73Roir9xW+404YqoHRC4tFY6cuJtAT7oX27a9VRIoBAIoCLa8hmyh4tl/AkDYF49ypJY+l3jrv+pr3WuL3IGQ5TFOhFTRMnk+5y8bOzOGKfT5o33t6xcPfvJzPZbP7KJ06hbngbqB8P5tLlaDrFsxvfRNc1yr2W6+dWJl0/bbzzLfdf0fffP+qjo8Qsr6Wu4bXu/YB9du9M205YF9T5WtuxIXLGQDA4J5enHth3F0/enIGV966jzpTtrHlEymLdVQIIaRTCLx63rklPP744zhxwi5E9s1vfnPZ2XLe8Y534B/+4R8wODjY9AHdeeed+PznP9+w2KxXPp/Hvffei+eff77p/Vd76qmncM8996z69duJ92mWc/MVufte+wtSVSKlZj2WTqRww0DB342zL0xVvOfuIzswOBSAKApuIiX/7W8i9Oa34tLFHDKejhQAeNVrD0BRs3aqxLLAVRX5p79VcSzViZTqY61OpOS//c2GvwfZPFulbVqlEuLTeYydrpxZ6sj1u9AVBkTFt+JESvVnttlEimYKeOl7F92OFACI9oZw+PgAJFMHU0vu512KRNxEitOGYm95AJzZT6G5qrpfpiJ33g3BaR8+HzKP/X8rPj6yvWyV9tlJlryGozaR4nSQOu2+os2/8R4IgYD7ulxGx5lf2GmUQMiHmcuJivc+dss+dA9ENuT3JEtbj7Y5lSrix5cXcOuBfsh1Zio8NZ2GIol49aEdLX1fQghpZ03XSPmXf/kX/Mmf/AkA4Itf/CK+8IUvLPuafD6Phx56aPVHt4xIJIJweHVFzkgtMRSC3NNb8YXIWSb39UGKdTVev8xyw2AYOzNf855TFxdgyfaMIM62gs8H3eA1nSgAMH0pAfXiJWSf+P9BkGWIkcUbN+c9pVgX5L6+hsfkvJd3faPfg5DlmFzC5Pnaz/bY6Tgsf7ipz9Ny7aiZfXBfANOjyYpOFADIJYswuAS5r6/i8y51dUPpH6iYvpQzC0r/gL08sDjLjhAKuct5Oe6/0uMjhKyvJa/hPb2QotHF9u3ZhjMLua89XtHmxXDY3dYUFYx50ijxsWTNe1OtlO3NTaSI9RMpVGyWENKJmu5I+dVf/VUcPHgQAPDggw9CbFS622N+fh4DAwOrPzoAX/nKV3DmzBkAQDKZRDK5eAF/9tlnl03FkDYgimCRHgBAIOyr+J8vICOfLoE5A3AByFe+CvMLWs22gbAP+YwK+cixxqXjCdlAnHHkUkUofrnmsyqIArRyPaCNYBomcsli3XYzO5aEoddON04IIcsxTIBzjh17ulEqaPAFlZpzDOecOlK2MaeTpFHpclGgGimEkM7TdI0UQRAQCASg6zp8Ph+EqnGSX//613Hs2DEcOHAAgN3pkcvl8La3va2p/RcKBTzzzDNYWFjAE088gXe+853o6+vDI488gre85S04evQoXnnlFTz88MO4+eabMTw8DFmW8Tu/8zvN/7bE5USA60XyRX/AnfpQ9AdqXrvc+mqC4oM/zHDlDSOAWJ7ukFmAKEFQZDDDgl5QoQgWRH8A/gMHsAsCcLBvcVvAfa3AGWJveRtEnx8AKo7FO0RC9AcgKAqi950oH4dS83s7v0u919JTdrIczjli/WEc799v/2yYFZ9tZ5vq8+VSGrUvrWRAlAQovsXT9uJnVoDoD+LK2/aVj8NwkyOCJEFQFAii4LYHwTP7megPuG3E+36Nlle3KULIxlruWtXoHGLlc2Dq4uu87Tt634mKZYKswEwlAVGEz+fDseuHAUEEF0X0DlVODiAIIgQRAISmzne6akAUBci+tpnvgCzD4hyiIDT8bytSIoUQ0oFWfBX7gz/4A0xNTeH8+fN497vfDcYYjh49ip///OfQNA0f/ehHcdttt+FnP/sZRkZGmh6nGQ6Hcf/99+P++++vWP7YY4uF0173utfhda973UoPmdThFKWrVyRSDIWW7ERYbn01KRSC1GAd5xxzs1nI3EQsJkPp7UNzE8cuDunyHouZSrrF9pwbSae4XuzEA+AwKn5v7+9S/VrqSCHLESURPu94cf/aOxbqtS9mMcyNJ9G9I1rZkeIpLhk78QCUnl4AgFnMVSyXI+XPuGEg97XH3bbh7MNpI9H7TkAqz6DGTaOi7Ti4UX85IWRjVLf7Zq/hTK1s60q/nRg2U0nkvvZ4RTFa779jJx6AXD63rPnYLYapiwvYsbubOlK2EItx1CmN4pIEwR3+QwghnWLF4yP+7M/+DJ/97Gdx9OhRfPazn4UkSfjoRz+KcDiMRx55BP/3//5ffP3rX8fTTz+Nhx56qKkhQKRz6aqB8bNzGL+UgSUvn24hpBPpmonpiwsYPTVDQ3QIIVuWrhqIjyYxfjoOk85lWwZjSyeNKJFCCOlETT0OOHPmDL71rW+5w3sAe6iPz+eDKIqQJDtv0N3djb/5m7/Bf//v/x2pVAp/+Zd/uX5HTlasemYQ5/+dW5mNHM5i5XNghoF0lsPULZi6hWLegGQmAMYgBuwCtM2o93sBAMvnIQQCiN33Vli5LLhpgquL2zm/tzOLT8VrN+nvQkg1ZjHMT6TAGEc+VYKa1yCIOYDzis8sABgLdtFb53MOAKxQgGFZEH2+inZvyTKYpoF79sGLRXcfos9Xsw/AHirkLi+3E2ojhKyvhte5Za5V3uE8vLT4OkGSas4XvFRypzcXRE87LxRacj1kFsPM5SQ450jP56GpBqVStgiLc0hLdKRIVCOFENKBmrqCffazn8Vb3vIW/PSnP112W9M03Y6ViYkJ7N69e21HSFrGGwd2OFMkAhs7nIWpKvSChvGzOXfZ2Jk5HN4tQf/+d+whBs12pNT5vQC4U7pG33w/Cs89U7nO83t7I8z11tMwH7KZnDSKY/T0LPbHitBf+FHFdlY6XfM5B+BOZxq+4053ff7b30T0zfcj9+S/VW5bng4VgPuFyrsPZz/u8nI7oTZCyPpqeJ1b5lrlHc7jVe984Vwzgap27mn/a2nrumpUzPgzfjqOw9ftos6ULcBido2URkTBTqSstCYYIYRsZU1dvd773vfiyJEjePjhh/Hoo4/adS3m5vDoo48iHo/ju9/9LgRBwMWLF/HEE0/g93//91EqlfCXf/mX+Kd/+qf1/h1Ik7wF6FixiPy3v4nI3fcuTonaROHYVhGCQeQLIkw97S5Tizr0yC5E3/K2iqfhy6n3ewFA5K43QQgEIAgiwnfcCTESAVdV5J/+VsXvLSgKYiceqHztJv1dCPHyplEc+VQJ/Oh+xHbvAisU3M+s1N3tForkqup++Ym88R4IgQBEnw+Ru+9dbPfBIKL3nQAvFt0OlMidd7vTonrboLMPoDKR4rQTaiOErK+G17llrlViYLGALC8VkX/abuv1zheRu94EwW8XcRfkxXpPkTfeAzEcbvgezfCmURyUStk67I6Uxuud+imMAxL1oxBCOkRTV68jR464/x4aGkI6nYYoigiFQvjN3/xN5HJ2qiCdTuODH/ygu+2rXvUq/OQnP8FNN93U4sMmq1FRWNWzrFVF5FbCEn0YPztRs3zs9ByOv3o/pEDzRTvr/V4AIEYiAFBRlE8oL6v3e1e8dpP+LoR4VadRHKNn4jh6016IvDJK7S0e6RDDYfez7MzkI4ZCkKIxSNHF4UAAIIRCy+6jYjm1E0I2RMPr3DJtUIpE3XSnt61zy6pp60IwWFFs1n0PT/tfreo0ioNSKVsDYxzCEj0pYnmdyRgksdH0AoQQsr2s+Mp1xx13AAC+9KUvVcyw86UvfQkHDx6s2PZXf/VX8fd///fUkUIqcM6RS5UAALKv8oJrmhZKeQ2+FXSkELIdMYshOZuFKIs1VcHVgg69ZMBPEWpCSJtjFsP8ZBqSUjv5QD5Tgq6Z1JHS5pqpkQKACs4SQjrKiq5czrhHy7IwMjJSse6P//iP0d3dXbEsEAggROPm25ITE24mpustVicGAgCHW/TOeb33Z2f61EYY44j2hHDNaw8BALhpAswCRAkQBIBZMLMZiOVo8VLvVT1WW1AU90maoCgQRMmNQzuvb/R7e6PTNFSBtEp1+1mu9o9TVJKJMnp3RNA33FV3O0EABMtX8Xl318mediDXLvcuE/2L0X/v575Re6B2Qsj68haWrXed87ZBQVYWC0T7A2Ca6v6/d5nzb29bd5Mo5fNC9fpWtXPGOXbs6cWOPfVTLdQf3P4sxpf87+QkUqgjhRDSSZruSMnn85icnMRXv/pVAMBrXvMafPWrX4Usy/D5fOjq6oIgCNizZw8Uzw39tddei4WFBfT397f84MnqeWPCy/EWq3Nuspb6ebmOFEkSIQUXn0yZqRyyjz/m3rR5h+Is93P178ANwz2W2IkHIPVEa29CG/zeK/mbENKs6vazbEeKp6hk7MQDkCONI/VmKlfxeffuo16bdJZ7l3HTqLuPRu2B2gkh66v6HFDvGuYsMxbmK9q6076rlzXz79iJB9zhPq0kyxJkmYZ7bGXLFZt1Eik0cw8hpJM03ZEyMTGB973vfTAMo2K5qqowTROXLl1COp3GzMwMBEHAjTfeiLe//e248cYbcf78eepIIYQQQgghZIuxGIci1w7NcriJFItt1CERQsima7oj5dixYzh27FjTO/7hD3+IT3ziEzhx4gSuvfba1Rwb2WTOkAReKiL8mjsASQIYA9c0xO57KzizAG7PBODgxWJFzLhROsUbXWZFe//cNMHLQyAAgOXzEAIBexpGy6r9uVi0i+4xDkGRwcvLvO9hon40mpD15m0/Dl7ytA/PMJ/q9uCo9xlutC2wWEySl0qL76mqMBbmISgKeHn7inbqmZ3HbVOgdkPIRlrJOcDK5dxtBUlypyp2rp+8VHKnLxc8hT+5qrrbCpK0uE15Ji5WKFD7J3VZjCOwVCJFpEQKIaTzrFt1r9tuuw233XYbnn/+eZimCVmmQmJbjXdIQviOO1F47hl3XfTN9yP35L/VvMaZRhVYepiPN7rs7D/39Scq9/X0tyrW1/xcnv6x3vEBcNfXi0YTst687cfhTD0KVA7zqW4P7vZ1PsONtrXS6Zo2AMCdBtnbRira6ZsXi4Z72xS1G0I2zkrPAY2uzUDttdNdXj4XVL/O2ca7nto/8bJ4c0N7qEYKIaSTrHvvxmte85r1fgtCCCGEEELIOrAYh9h4ZE/F9MeEENIpVtSR8vLLL+Oaa64BADz33HPuVMjVdF3H1NQU5ufncfPNN6/9KMmmEAN2BX9eKoJrOsJ33AkxHAbXNAhiORYsiOClovuEO3Ln3RDKT7GWqvTvnRGAFYt2FPk/vQVcVd2naZG73gQhEADL5wHLqv357nvtJ2bloT2xEw+AFYvuEzxnPc0sQjaDt/04SZTIXXdDCIbc9e62Ve1hqc9wo22l7m63+DMvlRbb0RvvgRAIQFAURO68G/lnvl3ZTj1De9w2BZqRh5CNtNJzgDsrl2doj6AoyP/7U/a10u+3l3lm6Iq88R7wcp07qbt7cWhPeYKAyBvvgRgOu+9BiGO5YrOiIEAUANOiRAohpHOsqNjse97zHnz605/GCy+8gB/96EcNO1JeeeUVvPLKK/jSl76EJ598smUHSzaWFIlCikRhLMy7XwSj952AEAwi+7WvLv7sif8KoVBTVf+9sw6YALLf/iZiJx6AEIksblP+txM/dm4yvT/LPZUzmpief4uhUM16QjaKt/04hGD99lHdHrzLqz/DjbYF4O674j0DgcXl5S9R3nbqTIHa6P0IIetvJecAKRp1h80aC/PuNdHtXAkGa2bWA+xzgTN8J3rfCXd4rjvlcThM7Z/UxZbpSAHszhRKpBBCOonAOW+6+/g973kPPvCBD+Cqq67Cb/3Wb+ELX/gCNE2Dv/zko9ov/dIv4Utf+lLLDnY9PPXUU7jnnns2+zDamrewnfOUasmfBbs+BFBZULPh/stFOcVAAIIorei9qsdwewv2UbG8rW27tE3n8w001x7qfYYb7aPh8qo263zpcpZXLFvh8RECbJ/22Y6Wu4551wuyUrGt076rl9X7NzfLHauKAm4Y7v83el+yNbS6bXLO8dWfTeDQjiiGuoINt/vJ5QXs64/gypHulr03IYS0sxUN7REEwa15IpR7pv/8z/8c8/Pz6OnpAWAP63nf+96HY8eOQVGUhvsiWwc3DffplpMC8RaRNVPJivXcsiqehi33xYwb9v5jJx6A1BOtuXlb7ufqdXTzR9qJk0xpVr3PsLdwrbdNOW0HWExsAbVt1j0Wz5Nsd9sG+yCEbI7lrmPewrTR+05UtF+lf6DmmuxNn1Vfy73MVNLdLxWbJQ6nfqy4dCAFkijQ0B5CSEdZUUcK5xycc7cTBQAuXLiAT3ziE+7PlmWht9e+OAvLxAAJIYQQQggh7cmZiWe5oT2SKNLQHkJIR1nxrD1f/vKX8b3vfQ+XLl3Chz70ISwsLGDPnj3rcWxkkznxYVYsViwzYRe444YJiELl+nwegt9vF7+zLPBS0a3X4B024I0mO6939g1QrJgQYHHYDS8ttjFe9LQpT6FYVijAsCwAdvt0l5fbVXWbWqp9o872hJDN471mAotTFnvPDYBdM4Wri9std14AFof20LmA1GOVO0fEZSIpEhWbJYR0mKY7UrLZLARBwJ133olbb70Vv/d7v4ff+Z3fwYc+9CF3G1VV8Sd/8ie44YYbYFkWstnsuhw02Rje+LDDmUkgfMedboG7ivXlmUKcbZwitUDlkISl9g1QrJgQoHJIj8OZIQuAO+sGALeIJLD4JQtYbFfVbYraICFbh7e9Nrr+Wul0zfLlzgtA5fCgeuvpXNDZnESKtFyxWZGKzRJCOssSs8Ivevzxx3H//fcjm82ir68Pu3fvhs/nw+7du+H3+5FOp/GZz3wGJ0+exA033ABJkuDz+fAXf/EX6338hBBCCCGEkHXgDu1ZLpEiijAs6kghhHSOphIp8/Pz+Pa3v433vve9YIxBFCv7X1KpFBhj+F//639BEAT8/u//Pnbv3r0uB0w2jugPIHbiAbBi0X06Fbn7XoihEARJQuz+t7lDe9z1d70Jgt8PVigAloXIXXdDCNpPssRAoGbfANzXO/t21hPS6cRAANH7ToCXim66K3Ln3e6U496hPZE33gOh3Ma8EX6nXVW3qaXat7OeENIevNdMYDFdIsiSe26Qurvt84WqukmU5c4LgD20h84FpBGLN1cjRRYFaAYN7SGEdI6mOlLe9773uf/+zGc+gwsXLuDSpUv4yEc+grm5Oezfvx8PPfQQALvT5eMf/zh+/dd/HcePH1+foyYbwpk5wKxaVlPp37s+EgG3LDdeHL3vhDtjQL19e19fb9+EdDJnxh+nJgoACKFQxSwcDjEcdttPxfIG7arZ9k0I2XwV18xUsuIa6+XM2uO+bgXnBToXkHrcoT3LJlJoaA8hpLOsuNjs/fffD8MwMDExgd/4jd/ARz7ykYr1AwMD+OQnP4kPf/jD+Iu/+Av4/f6WHSxZPW+hupUWjhMUxb1ZExSldl+eJ2WiPwDOLHd7bwqlEef19NSLdJJGbdIpMAssFmh2kinOMkd121tueT0r2ZYQsrS1XGub3a8gL16T67Xf1Z4X6FxA6jHdWXuW3k4SBRhUbJYQ0kFW1JEiCAJ27twJAPD7/di3bx/S6TT+8A//0N2GMYZjx47hAx/4AL7yla/gXe96V2uPmKyKt1DdSgvHccNwC9HFTjwADqNiX3JPb83+nKKyzfA+aSOkUzRqk94Cs06BZud/1Rq1nZW0KWp/hLTOWq61ze7XWxzWuQZ7rfa8QOcCUo87a8+y0x8L7raEENIJmu5IuXjxIjKZDJ599lm8/vWvBy+Pmfz7v/97yLIMoXyCZYxBkiTs378fzzxTW1WeEEIIIYQQ0v6aLTYriwIYt7dfbhgQIYRsB013pBw8eBCPPPIIfv3Xfx2lUgmFQgEAcMUVVyz5GsMwoCjK2o+UrJg3CsyKxYrlJpaPHTuvr3htPg8hELAL3VmWuy80sT9COl2jNgnArYPCSyV3GS8VYSzMu0N8CCHtZ7lrLbD666N7HS7fcwH2ecE7lbFT+4SuwWQ9WIxDQDOJFHsiCtNikERpyW0JIWQ7WNHQnkgkgn/8x38E5xxf+tKXlt3+lltuwdjYGA4dOrTqAySr540CezlV+ZeLHdd7ff7pb7n/Dt9xp7uvZvZHSKdr1CatdNotHunlzMbhDPEhhLSf5a61wOqvj/Wvw992/x2+40733EHXYLIezCYTJs42hsXgV6gjhRCy/a242OyOHTua3jYajSIapZt/QgghhBBCthrLYssO6wHsoT0AYDAqOEsI6Qwr6kg5d+4cjhw54v6cSqXw7//+73jwwQdhmiaeeeYZvOlNb2r5QZLV8VbgZ8Wi+3Qscve9dlG5JmfzqHjtXW+CEAiA5fOAZbn7crYnhDTWqE1K3d3uLBy8VHKTX5G77oYQDDU1+xUhZHMsd611tlnLvlmhgPy/P2Xv9667wU0LgH3uoJl2yHqyGF92WA/gSaSYVHCWENIZxGY3/MEPfoCPfOQjSCaT+OlPfwoAeO655/CNb3zD/fdnP/vZ9TlKsipiKAS5p7dmVh1n+XIR4HrbiZEIBFlG4blnUHj+uYbvQQiptVR7UfoHoPQPQAgG3WVCMASlf4CG9RDSxpa71q7l+uheh8Nhd5kQDNnX4PKQHroGk/VkMg6piY4UWbK/UhgWdaQQQjpD04mUG2+8Efv378fCwgIeffRRPP3007jnnnvc9XfddRc+97nP1byOc+7O6EPWj7fYnegPgDMLTC3/HAhUPDFb6VMrQVHcp+WCokAQpYp9Vb83gIqfq2/unO2pMB5pd9Wf7eU+r/U+2432IciediUvFuQWAwF3uZNEabSPlR4fIWR9LXettfK5imuz00naaLnTxgVFcfdb/W+n2KygKOCGQecC0lLNzsIje2qkEEJIJ1i2I0XXdXz0ox+Fz+eDIAg4cuQIPvnJT6JYLOLChQs4ffo0HnroIQD20B/n37quQ1VV9PX14R/+4R+aOpjx8XE89NBD+MxnPoNdu3bV3ea5555DOp2GJEkwDANve9vbmv1dtzVvQbrYiQfALQu5rz0OwC5UqfQPrPrGihuGu6/YiQcg9UQr9mWmkhXvDaDi55qOlPKxUmE80u6q29WyHSl1PtuN9sE0taKNSuV6UlIkWpNAWWofKzk+Qsj6EkOhpYu4q1Xt3ukwabTcc06Re3pr9ue9/kbvO4Hc1x6ncwFpKZMxiE3k1wVBgCQK1JFCCOkYy3akTExM4I/+6I8QiUTwgQ98AADwyCOP4Mc//jHe9ra34dChQ3j44YcBAHfffTcefvhhXLx4ER/72MfwxS9+sekDefbZZzE+Po5cLtdwm7Nnz+LUqVP4jd/4DQDAd7/7XTz22GN44IEHmn4fQgghhBBCyPKarZEC2KkU6kghhHSKZTtSDh48iHQ6jXg8jhtuuAHJZBJvfetb8e53vxv5fB6PP24/QeGc4z//5/+Mj370o0gmk3jve9+7ogO54YYb8PrXvx7/8i//0nCbf/7nf8Yv/dIvuT/fcsstOHHixJIdKXfdddeS7/vhD394RcfZTryxflYsInbfW8GZBW5Z4MWiux0vFWEszAOojAw3u3/m2RcrFmECAOMQFBncsirX5/MQAgGE77gTKK9rtL27DjQsoRO1a9usblfe5fU+r/W2Z8UiLEkC03XwclwfAFihAMOyi0QK0uL0kI3aaN022GAf1J5IK7Vr+9yqnKE7vOS5Nquq2+4FcbEtC5LkLnfOH9727QzhcYTvuNPetrxvVijQuWAb2+i22ez0x4BdJ0WnYrOEkA7RVI2URx55BOFwGFdffTVOnjwJTdNgWRZKpRJuvPFGfO5zn4OqqhgZGcGHP/xhPP744/j617+OY8eOYXBwsKkDaWaa5BdffBG//du/7f7s9/uRzWaRSCTQ19fX1PtsJ95YPwBE33w/ck/+W812+ae/vbiNJzK80v0DcGcjAOybN6fY3eJ7fati/VLbe9dRFJm0i3qfe6Dx57VRO6nbPsqzbgCLX36Axm207r4b7YPaEyFtyzt0x9GoLVvpdO25w9O+nSE8zuuWOs/QuYCslWkxBBVp+Q1BiRRCSGdpqiPlwQcfxKOPPoq9e/fWXc+5PWe8IAi4cOECdu/eja6urqY7UZo1Pz8Pv99fsczn82F+fr5hR8rTTz+95D6feuqpJdcTQtYHtU1C2he1T0La00a3TYtxiJRIIYSQGk11pOzYsQOZTAaPPVb7lLaRn/3sZ7jpppswPDy86oOrNjAwAE3TKpbpuo6BgYGWvcdW4p0dgBWLEEQJ0TffD4gieLGI/DP2U+7IXXdDCNpPpJxZQFayf1Ysuk/DInffaz/dKg/VqVl/15sgBAJg+TxgWUtu767DymcSImS9VLerms8+Kj+v9baP3H0vpGgU0ftOgKuq+4Q48sZ7IJTboHdYTqM2WrcNNtoHtSdC2pYzGxcvFd0EWkVb9gztkbq73Zm7nPOHt317Z+0BFtMsgiwh//S3EXnjPe50yXQuIGu1oqE9ogDVsNb5iAghpD00Pf2x3+8H59xNn0iSBEVREAqFEIvFMDIyggMHDqC3t7aqfKtcf/31mJycxO7duwHYnSixWKwjh/UAlbMDmKicKQeeKK8QDEHpX3lnk7N/s2pZ9cwBFesjEQBwo8b1Zhpwx27X2Rchm626XXmX1/u81tteDIUgxbogAe7UpAAghsPuPpwaCEDjNlq3DXr2UbFvak+EtC1nNq6Kdh8IuO3eu5xblrvcaeON2reZSrrXW3fadM85gpC1shhruiNFkURkVWP5DQkhZBtoqiOFc477778fzz//PN785jdDkiSIoohsNovvfOc7uOqqq/Dcc8/ha1/7GgqFAq6//nq84x3vgCQ1N6ZyKV/5yldw/PhxHD16FO9///vx2GOP4bbbbgMA/PCHP8T73//+Nb8HIYQQQgghpJLJOKRmZ+2RRBg0tIcQ0iGa6kgRBAE9PT34/Oc/j/vvvx//+3//b/z2b/82xsbG8N3vfhfve9/7cOrUKfzKr/wKenp6cObMGTz88MO46667cPTo0aYOpFAo4JlnnsHCwgKeeOIJvPOd70RfXx8eeeQRvOUtb8HRo0dx5MgR3HLLLfjyl78MwO7gefDBB1f/228j3uEFoj8AzqzFp1MrGM7TzL6bWd/M9hQ5Ju1uuc9+o+0bDf2pWF6O+jv/Xs1xrPT4CCGbq1G7b7h8meul9xzgDPmhcwFpFcY4OEfTNVIUSYDJOKwVDAcihJCtqqmOlEQigR/84AfYt28furu78drXvhb/5//8HwwNDaFQKODkyZPYsWMH1PI0fUePHsXRo0dx7tw5pFIp9PT0LPse4XAY999/P+6///6K5dV1Wd7whjc0+7t1FO/wAkezs/OsZt/LrV/p9oS0o5V+Vhu1hXr7cKL+azkOakuEbC2N2n2j5au5/hLSKgaz0yUrGdoDALppIehrunoAIYRsScue5bLZLP7pn/4JV155JTjn8Pv9uPHGGzE5OYlrrrkGmUwGP/zhDzE7O4vvfOc7YIyhv78f73jHO3DkyJGN+B0IIYQQQgghLWRZ5bqIgtjU9r5yR4pmMgR963ZYWwK3LKgnX4ExPQkpFkPgqmsgxbo2+7AIIS20bEeK3+/HH/7hHwIAvvrVryIej+PJJ5/E3r17EYvFMDAwgPe97304f/48wuEwRkZGkMvl8MQTTyAWi9UkTAghhBBCCCHtzVxlIkXr8Jl7OGPIf+ffYUxNQh7YAX18HNrFC4i8/k74du/d7MMjhLRIUx0pjjvvvBORSAS/9mu/BsCeNefgwYP2jmQZ09PTGBkZQTQaxbvf/W7k83mcPHkSx48fX6fDJ4QQQgghhLSa4SRSVtiRopqd3ZGinnoFxuQEgjfcBLl/ANw0ob7yMvLfeRrRN94DZWTnZh8iIaQFmsvqlb3zne9EOBx2f/b5fPjzP/9zAMD+/ftx4403VmwfiUSoE4UQQgghhJAtZqWJFFEUIIsCNKNzZ+5hqorSSz+Dsmcf5PI05oIsI3DNtZB6+5D/ztOwstlNPkpCSCs03ZFy9uxZvPnNb15ym2KxiCeffBL/+q//ive+97349Kc/veYDJIQQQgghhGwsc4WJFADwySLUDh7ao54+CXAG38FDFcsFUUTwmmsBRUH+2afBrc79GxGyXTTdkVIqlaDresWyX/ziF7A8J4JQKIQ3v/nNuP/++/G+970PX/jCF1p3pIQQQgghhJANsdJECmAXnC0Z5nodUlvjjEE7ewbKyE6Ivtpqu4KiIPiqa2Glkii99OImHCEhpJWa7ki59tpr3Xoojs997nP40pe+VLNtJBLBbbfdhoGBATDWufE+QgghhBBCtiLT4hAFQBRWkkiRUNI7M21hTE2AqyUou/Y03EaKdcF36DDUV16GOT+3gUdHCGm1FdVIEapOpB/72Mfw5JNP4sUX6/eqhsPhisQKIYQQQgghpP2ZFoMkruirAvyyiFKHDu3RLl6EGI1CisWW3M637wDEaBSFHzwPTg+cCdmymjo7Xrx4se7ySCSCf/qnf8KnPvUpJBKJ2p2v8ORLCCGEEEII2XwGY5BXMKwHAPyKBNWwwDhfp6NqT9w0YUyOQx4cXnZbQRQRuPIqWKkktLNnNuDoCCHroamejv/xP/4H3vnOd+LUqVP4pV/6Jbz//e/HCy+8AADo6urCn//5n+Mv/uIvKl6j6zoWFhagKErrj5oQQgghhBCybkyLr6g+CmAnUgB03PAeY3oKME3Ig0NNbS91dUPZuQull14Aq6pBSQjZGuRmNnJm33nPe97jFpB96KGH8IlPfMJNnTDGcNttt2Hv3r3gnENRFLz+9a9fn6MmhBBCCCGErBvDYivuSAkoEgCgoJkI+5v6mrEtGBPjEMNhSJFI06/xHToCY2Ya6slfIHTdDet4dISQ9bCiM5y3RsrDDz9cs/4Tn/gEPvCBD6C7u3vNB0YIIYQQQgjZHKvpSPErEgQAec34/7d352GOVeW++L97zJxUkkql5up5pBmaSRBluvrj8TAID4oHBTkXz8HDUeRyABFRRLyK4FXA6QjqxYugooACcuSIBxqQQWloeh5q6JqHVKUyJ3tcvz9Sla50UlPXkFTq/TyPj2RnZ++V6qy19n73WutFDawLU7AywxiD2tMFsWZmo1HG8VYrpMZmKHv3wLZ5C7gimX4IIeVrRlN7EonEjA72r//6r3j88cfnVCBCCCGEEEJIaWmGCXGW6x3yHAerJCChLJ8UyMZoGCydhhgIzPqz8sqVYLoG5dCBBSgZIWQhzWhEymc+8xkEg0EcOnQIN9xwAz784Q+jtbUVN954Y95+brcb69evx+DgIILB4EKUlxBCCCGEELLANIPBIs5uRAoA2GUB8bS2ACUqT1pvDyAIELzeWX+Wt9og1tYhs28vLJuOK8iQSggpX9OGmRljuO+++/ClL30JLS0tuP3223HSSSflgipHj1Y5//zzoevLJwpNCCGEEEJIpcmOSDmWQIqIaHr5LKCq9fZA8PnA8cIxfV5uboGZiEPv653nkhFCFtK0I1I4jkNTUxMAQJZl1NZm5//98Ic/xLPPPosLL7wQkiTB7/eDMQaO43L/n8lkUF1djZ/+9KcL+y0IIYQQQggh80Y3TAjC7Kb2AIDDIkIZNZHRjNzis5WK6Tr0oUFY1q4/5mPwnirwThcyhw5Aamicx9IRQhbSnJbTvuiii/D+978f99xzDz760Y/izDPPnK9yEUIIIYQQQkrAZAy6yY5pRIrLKgEARhIKGrz2+S5aWdGHBgDThOCvPuZjcBwHqb4BSutBMFWlRWcJWSJmH2Y+is/nw7333ou3334bL7744nyUiRBCCCGEEFIiumECAERh9oEUiyTAKgkIxTPzXayyo/X1gbNYwM8i7XExYm0dYJpQuzrnqWSEkIU2q0CKYRgYHh4u+t4NN9yAdDqN7du3z0vBCCGEEEIIIYtPHQ+kzDJrzzivXUZ/NA3G2HwWq+xo/b0QfP45LxLL22zgq7xQD7fPU8kIIQttVq3jN77xDVRXTz507aKLLsLq1avnXChCCCGEEEJIaWj6eCDl2AIEQbcVGc1A50hyPotVVkwlA2NkBKLfPy/Hk4K10Pp6wbTlk/GIkKVsVoGUlStXTrtPVVXVsZaFEEIIIYQQUmJabmrPsY1IcVol1LiseLcrjJf296N3NDWfxSsLen8/AEDwHfv6KBOJNUHANLPplAkhZW/Oa6SQ8qMZJpKKhlhaRUrRYVb4sEpCyNKhT2ifkooOw6T2icycbppIKvqE349Z6iIRUpHUOY5IAYC1QRfWBl3gwOFvHcOIpCorJbLW1wve7gBvs83L8Xi7HbzTCbWna16ORwhZWHPK2kPKT0rVsbtnFH2RNBgASeCwLuhBi98BS4WnoCOElLe0qmNvXxTd4SQYAIHnsLbGhZUBV8WnyCRzl1Z1HBiIoXMkAZMBAsdhZcCJtUE3/X4ImWeaYYJDtp0+VhzHIei2IeCy4p3OMA4NxnDqyvkZvVEOtL5eCPM0rWecUB2A1tMNxtic110hhCwsGpFSQTKagb+1D6N3LIgCAJrBsKcvgq5wkkamEEJKRtENbO8cQddYEAUADJNh/0AMbUNxGllApqTqBnb1RNAxnA2iAIDBGFqH4tjfH81lGCGEzA9VNyEK/LzczPMchxqXFQPRNMwKGYVoxGIwE3EI1YF5Pa5YHQDLZGCER+b1uISQ+UeBlAqSVnWMTjJs8sBAFBnNWOQSEUJIlqIZCMWVou+1DsWR0ehGmExO0U30RoqvsXB4OIGMTv0bIfNJMUxIx5D6eDJehwzdZJNepy41Wl8PwHEQfb55Pa7g9QKCAK2vd16PSwiZfzS1p4LEM/qk72kGoyd2hJCSSamT3+iajOUWNiSkGGWKBwEMYxlGLItXHkIqnaqbx5z6uBinRQTPcQgnFfidS7+yaj09ELxecKI0r8fleAGC1wetrxe2LSfM23EzSRUDh0cQG0nCMEzIVglVASeqGzyw2OR5Ow8hywkFUiqIbYo54nOd50oIIXNhEae+IJ/Lgoak8knT/n5ogC0h80nVDYjzOCKF4zg4rWJFjEhhug6tvxfy6jULcnzR74fSeghM18GJc79VGzg8gsN7BiCIPJxVNlhEHmpGR8/BIXQdGER1QxWa19XAYqeACiGzQYGUCuKwipBFPrfS+kSNXjssIi3GRwgpDaskwC4LRUemBF3WaQMtZHmziDxcVgnxjFbwns8hQ5bo90PIfFJ1E/I8t8sOWUS0AgIp2kA/YBgQAzULcnzBVw0Y+6GHhiDV1c/pWL2tIXTtH4Q36EKw2Qt+QjprwzARGUpgpC+Kkb4oGlZXo35NAMIxprwmZLmhmlJBbJKA96+pKbgh8TlkbG6ogkgNIyGkRGyyiDNWBwqyq3hsEk5s9kGiQC+ZglUScfqqatjl/N+JyyrilBXV9KCAkHmm6Ma8XzfaLWJFpL3XOg9n0x47nAtyfN7lAifJ2YDNHIz0R9G1fxDVDR7UrfTnBVEAQBB4+OvcWHNiA3y1bvS2hvDetkOIhBJzOi8hy8WSHpFimiZ6e3uxZ88eXHDBBaUuTslxHAePTcI5G2qRVHRkNAMuqwSLyMNkQCKjQeR5WGW64CSEzB9FN7JrVACQRR7yJDe1bpuMc9YHkVR1pFUDTosImyxS6loyIy6rhA+uCyKlGkipOhxydhQmYwxpTYdNWtKXNISUFVWf38VmAcAuC2AAkooG9xJdl4OZJtSuw5DqGhYsPTHHcRB8XuhzCKQoaQ1t7/XC5bMj0Fg15b68wCPY7EVVwIH+jjD2vXUY/no3Vmyqg2yd3zVgCKkkZXXVEY/H8cwzz8Dr9SIej+PUU0/FqlWrCvb73ve+h6eeeirXgN19992LXdSyxXEc7LIIu5z9p00pOnb3RtA7mgID4LCIOL7RC7/DMu2cc0IImYrJGGJpDTu6wrl5736nBSc2eeGySkUvMm1yNnhCyLEY//3YVQH7+iLoCo/1bbKILU1VqHZYqW8jZI4Mk0E3GaR5HpEyHuyMZ/QlG0jR+/vAFAVibd2Cnkfw+qEc3H/M66Qc3tMHjuNQv8o/44CPxSajZWMQ0eEkhrpG8e5Lh9Cwphp1q6ppug8hRZTV1ew999yDL33pS3A6s0Plbr75Ztxzzz0Qj2pAGhsb8eqrr5aiiEtKWtXx19YhJJQj2XySio432kJ4/5oAaty2EpaOELLUJRUd2w4MwmRHhmmPJBS8cnAQ526og8NSVl0MqRDZvi2Ut15KUtXxZtswzlwdQNBDfRshc6GOpROf70CKJHAQeA5JZfIsk+VOaT0E3uEA73Yv6HkErw8wzWNaJyU6nEB4II6GNdUQZjntkeM4VAWccHltCPVE0X1wCAOHw2hYE0BNkxcCBaoJySmb2tDR0YH+/v5cEAUAGhoa8PzzzxfsK0k0zGwmYhktL4gy0a7eyJTpJAkhZCqGaaJ1MJYXRBmnGQxd4SRYkfcImatERiu66CwA7OwZRUZbujdphJQDZWyq5nwHUjiOg00SkFCK199yZ2YyUDs7INY3Lti0nnG8ywVIEvTBgVl9jjGGzn2DsDktcPsdx3x+QRRQu8KHNSc0wO6y4vCefmx/cT8O7+lHIpKm/p0QlNGIlB07diAQCORtCwaDeOedd3DxxRfnbf/rX/+K++67D4wxXHDBBbjllltgsxV/AnX++edPed5bb711bgUvY6F4ZtL3YmkNuslgWcTyEDLRcq6blUAzGIYTyqTvD8XSWBNw0iKyS1Q518+pfncJRYdRmLiOkIqxGHVTWaARKUA2g9tSHZGiHNwPAJAaGxf8XBzHQajyQhvox2zG2EWGEkhG02jeGJyXYI9sldCwphqBRg9GB+MI9UTQ3zECySJmR6747HBW2WF3WRY8uERIuSmbESmhUAgWS/5tvSzLCIVCBfteeeWVeOWVV/Dcc8+hv78f3/rWtxarmEuKfYqF90SeA0/tHSHkGPEcpsyUYpUEcNTIkAUw1Ro7As+BruUJmRtFW5gRKcDSDaQwTUNm725I9Q3g5cV5DCn6fNBDQ2DGzEaQM8bQc2gINpcFDrd1XssiWyUEW3xYu7URzRuDcHntiI+m0L6zDztfacXf/rQPe986jP72YSjppTniiJDZKpsRKYFAAK2trXnbVFUtGKUCACeddBIAwOfz4b777sMFF1yAr3/960WP+5e//GXK877wwgvHWOLyV+OxgusBig2+WxVwUbpIUlLLuW5WAlkUsK7WjTfaCoPdALCmxg2RL5tYPZmlcq6f1S4LOA4oNrJ8ZbWT+jZS0Rajbiq6AYHPrmcy36ySgLRmwGQM/BKKeqZ37wRTVcir1izaOYUqH2AY0EeGIdUEp90/PppCIpJG0/qaBc0o5PTY4Bxbi8o0TKQTCtIJBamYgs59Azi8dwC+Ojea1wdhc9LYd1K5yuYq98QTT0RfX1/etsHBQWzdunXKzzmdTjgcxz4HsJLZRAGnr6oueDpX7bRgVcAJnp4WE0LmwGuXsTrgLNi+sc4Dl7Vs4vSkwtgkAe9bFSgYVel3yFhT41qQmz9ClpOMZkBeoCwt44HOlLp0RqXooSFkdu6AvGIV+EmWElgIvNsNCMKM10npbx+GxSbBWbWIZRR4ODw2VDdUoXljEOtObkbtCh/i4RTe29aK3tYQradCKlbZXOmuXLkSDQ0NCIVCCAQCYIyht7cXn//85/Hkk09i8+bN2LBhA8LhMIDsaBQAePnll3HBBReUsuhlx2QMimbAZECVXcb/t7kOGc0EY4AocJBFAVZp8id2KUWDMdbmyQIHyxRThBhjyIydi+emHnJNCKksFknAhjoPVlS7MJzIgAOHgMsCiyhAEvlcW8Ihe/N7LOkTVd2AZjBwAGSJz41yyWgGDJOB58amEXEcDNNEWjXAkG2PHJaFX5hcM0xouglw2WHwCzEUfjnRTROqZoIhm+FDHrvpSmY0mMj+lgSBg8sq4vyNdUgqOmIZDX6HBXaLCKskHPnNcIBF5CHQyChCZkXRjQVLI26VssdNKQaci9BGz5U+PIz4i/8F3lMFefXijUYBAI7nj6yTsuWEKfdVUirCA3HUrvSVdK0SQeThq3WjqsaJUHcEXfsHkYimsfbERvDUP5IKU1Z3vV/5ylfwm9/8BoFAAOFwGNdffz1EUcRjjz2Giy++GBs2bMDu3bvxH//xHzjttNNQV1cHURRx4403lrroZSOj6Tg8nETrUByMMZy+qhp9kTS6wkkYJkOVXcZxDVXgkL0JmkjVDSQyOnb3RjCSVMBzQKPXjvW1HjithZ1dRjPQF0nhwEAMGc2ATRawqc6DoNtWcGxCSGWSRQGyKMBtO9JGZDQdI1EFu3sjiGc0SAKHFr8TqwKuGadENkyGeEbDzp5RjCTG2yMHNtS5EUlp2NMXQVLRIYs81gZdaKiyo2M4gcPDCWgGg8sqYXO9B16HZcrA8bFijCGh6NjVO4rBaAYcgLoqGzbXVxVtL8n0koqO/f1R9IwmYbLs6MkTm71IZHTs6YvmfkvNPif8Tgv29I5i1dgIlF09ozi+yYuUqmNXzyjCSRU8x6HZn+3D7BTkJ2TGMpqxYEHhpTIixVQyyOzehcyeXeBdbthPOhlcCYKygtcHtbMDzDSnPP9AZxi8wKOqunCUaCnwPI9giw82lwW9h4ZxYHsX1p/SDJ4C26SClNWVhdPpxLXXXluw/amnnsr99wc/+EF88IMfXMxiLRmqbuC9rlH0RdMAgJOafdjdG0F0wqJPkZSK1w4N4ay1NQgcdXORVHS8cmgwN+/cZEBXOIWRpIozVwfybg40w8ShwRhah+K5bWnVwPbOMDbVe8aGV1NjSchyNJJQ8beO4dxrzWBoHYojklJxcosf9hkEU5KKhm0HBmBOaI9Sqo6+SBq7eyO5/VTdxJ7eKCJJDXaLAG1sOF08o+HN9mGcssKPJt/8T/9MqTpe3j8AfayADEBfJI3huIJzNtTOOGBEslKqjtcODSKlHllU0SLyiKY1/L1jJLdNMxjaQnFE0ypWBlzY1RPBuqAbTquIjG7irbZQbl0wkzEcHk5iOK7grLU1NGKSkBnKaCacC9SG8TwHWeTLNpDCTBOZ3TuR3vkewEzIK1ZBXr0aHF+aB4SC1we0HoQxGobory66j2mYGOoaRVXAUXajPtw+B/j1PLoPDKJtZx/WnNBA2X1IxSiv2kbmJKMZuSCKLPLgeS4viDLR7t4IUhNWTU+rOvb2R4su3pdUdIRTat42RTfQNiGIMtGB/hgyGuWfJGQ5SioadveOFn1vOKEgo02ffUAzTOzri+aCKONWVDtxcCBW9DO9kRSqnYVZCvb0RZDIzG8GAcNkaA8lckGUiVTDRE84SXPCZ2k4nskLogDA6hoX9kwImuXtn1DgsIgQOA5tQ3GsDLjQOhgrurh6QtERSatF3iGEFJPRDMgLNLUHAKyiUJaBFKaqiL/wPNLvbofU0ADHB86BZe26kgVRAEDweACehz4w+TopIwMx6JoBb9C9iCWbOWeVDfWrqzE8ljqZkEpBgZQKEk0duVlwWyWMJpVJ942kVBgTLvR1k2EkPvn+A2MBmnGKZhS9YAUAgzGo+sxStRFCKotusIIb4olGpmiXjhzDRCiRKdjOcxxUY/IgbUrVCy7+06pRNOAxF7phYjCWnvT9/mga2hTlJPlMk6EvUvj35Dhuyt9SNJ0dhWSMZf8YTkz+2+ovcnxCSCHDZNAMc8EWmwUAi8RPWbdLgZkm4i+9CH1kGLZTT4d1wybwltJnnOEEYWydlL5J9xk8HIbDbYXFVr7TSj3VTvjq3OjaN4D4aKrUxSFkXlAgpYJMXBhMN9mU81sFnsPEgXXcUZ8/muWo96abtkNZEwhZnnguv2052kyecnJjC7cWHnvqz0kCD6NI0GS+myOOA2Rh8ieUssgvqbSepZZdFLbw78lzmPq3JPDQx1dGB5vyxm8h1skhpBIpY6MGF3JEikUUkFTKa0RKZvdO6P19sJ14MkSvr9TFySN4fdAHB4qOdEzFM4iPplAVdJWgZLMTbPLC6pDRuqMHBj1sIBWAAikVxG2TcgGMSEqFzzF5JL3ZZ4dFOvLPb5N4rKyefB2B5qPWGLCIPGyTXJi6rGLRi2JCSOWTRR61nuKpF3kOU7ZL4yyigDU1hUOUs+2aXPQzksCB41AQSKl1W+e9PZJFAWumuGhdU+OCWGbz1MsZx3FYUSSNdiytTflbsltEpDUDLquIpKKj2T95H9botc9beQmpZOlcIGXhruOskjCW8bE8pkAaiQTS770LacUqiH5/qYtTQPD5wFQVxljm0okGO0chSDxcS6CN43gO9asDUNIaug8Mlro4hMwZXelVEKso4IzVgdzT166RJLY0VhXs57FJWBt0Q5rwRFUQBDT5HPA7C29yNtV7CrLwWCUBp6+qhnjUo15Z4HHaymrK2kPIMmWRBBzXUFWwUCEH4NQV1bnUl1PhOA71XhtqXPntUftwAsc3egtGF/Ach9NWVuPQYP66TQ5ZxHGN3gVpj3wOC5p8hReuK6ud8NiKB3vI5BxjWd8m2tUbwaZ6T8HCvRyAE5t9aBuKQRZ4HNfgxa6eCAIuK3z2wr/9CU1e2CRaaJaQmcgs0ogUIDv1shxk3nsHnCDCssjpjWdK8FQBPF8wvccwTIR6RlFV7QS/REaCW2wSAo1V6G8fQTJKUy7J0kZXFmXCME2oenaYmyzyMFl2wUUO2Q7n6AZS0Q0YJgPPAdaxC0Se5+BzWPDhzfVIqQYYy07vOX9jLfqjaSiaiaDbCqdVhMNSOI/SYZGwtcWHtGpgIJKGKHKo99ghiVxB6kiO41Bll3H+pjpk1OxTBZ4HbJJImREImUDVs2t08OBgkfiyW61e04+sIWKVhHkpn9Mq4cw1AUTTGobjCmyygKDbBqvMQxIEJBUNjGXbrMnS0tokESevqEZK0dEfTUMSONR6bLDJIs5eH0QkqWIkqcBpFVHjskESgFNa/BiMpZFSDVS7LHDbJDiLtHXzwSoJ2NLoxZoaN/ojKYDjUO+xwSYLC/okt1LJooBVNS40+ey5zEuSwMFkwJmrA7nF1B2yAL/TgnBSRYvfCU+jBMNkeN/qalhEAaevDiChaBiMpsdGR9lhlYQFS+VKSKXJaAZ4DgUPyubTeEA9peolz3BmJpNQWg/Bsm49OLE8r185QYDg9UHr64Vt85bc9pG+KAzdhHcJTOuZyF/rRnQ4ifZdfTju/avK7rqIkJkqzxZjmUkqGg4OxNAztvhSo9eOZr8D73SGoeomVlQ7sDLggl0WoekmImkVe3ojiKRV2CUR62rdqPXYYJUEaIaJgWgaBwdjSGsGvHYZ62s9sIg8VN1A92gSqwMuyKKRNyJlnNOSvfEIuAqzXxxNNUyEkwr290eRUHS4rBI211dB4Dm6kSDLnm6YiKU17O6NIJxSYBUFrK11o6HKXhbrNRimiURGx+7eCIYTGUgCj9UBF5r9jjkHQzXDhKKb6I+kIYsckhkdIS6DWo8NfaMJHByMIaXq8FglbKyvgscmFT2nVRJglQT4JoyUy2gG4hkNh0cSMBlDLJMNytR6bHDZJLgWcbE9iyjAIgqoKjIKgsyeohtoH0pgNKVgQ50H+wcSGIxmwPNAk9eBJr8DfeEUYoKGeo8N/bE0/toagqob8DstOK7BC5dFRLXTWjSDEyFkemlNhyzOT1B9MuMjUpKKjkCJYwCZ/XsBQYDU2FzagkxD8PmgdrSDmSa4sXUKBw6H4fTYIFvLd5HZYjieQ+0KHzr3DiDUE0FNk7fURSLkmNAjmhJLKTq2HRjE4ZEkdJNBNxkOjyTxt44RbGn0QjVMHByM4/XWEDKqjqF4Gq8dGsJoSgVjQFLV8W5XGAcGosioOvb0RrCje3RsRAoQTqp4oy0EDhxCcQXd4RS2HRhEPD23Rb5000RHKIG/d4wgntHBWHY++xttIfSMpoou+EjIchJOKth2cBAjSQWMZeed7+wexc6e0dxifqUUS2t46cAAhuIZmAxQdBN7+6P4e8fwjFIUTyWSUrHtwCC6wkm0DiXQMZKAKHBoHYzh3a4wkkq2zYiMtRmDsQxMc/qF50zTxFAsjddbs58JxRUMxTJ4r3s02waWwd+VHJuEouHNthA6huPYUOfB39qH0RdJw2AMmsHQPpzA9sMjqHLK2N4Zxo7uUSiaObbOAhCKK3h5/wCi85zqmpDlJq0aBQkG5hvPc7CIfMlTIDPDgHLoAKT6xrIdjTJO9FcDug59KLu2SCKSRjKaXnKjUcY53Fa4/Q507RuAQZk+yRJFgZQSMhlDVzgJRS+8gchoBkYSCqrHnsTGMxoyuon3ukeLHqs9lIBqmOgKJ4u+v28gilVjYX8GYHdvBOk5dGCKZmD/QLToe3t6I2Vxo0hIqWRUAzsmqau9oylkSnzRoOoGdvVEUGydv5GkiqRy7DejGU3Hjq7CBfGqbDLahxNFP7OnNzKjVJgp1cDu3kjR9w4PJynt+hIWTiiIZ3Q0eO3oDieLpqxOKDoyY4vL9kfT8NjlvIxMDMDO7lEo9Dsg5JilVWNB10cZZ5FKn7lH6+kGy2QgNTaVtBwzwbs94CQZWl8vAGDg8Agkiwint/iC3EtBsNkLXTfR2zpc6qIQckwokFJCmm6iLzJ5LvWheCYvw4WiGUWDLuOiaW3Spwhp1cibIz6SVIpeqM5URjOK3oQB2dTLdCFLljPNNKe8QBxNqotYmkK6wTCSVCZ9v38OC8BpBkPiqO9uk3gkpgjOqIYJdQapEMenDE0mlqbRCEuRYZjoi2R/c167BUOxzKT7DsWO9IvRlFqwvsJoSp2QEpkQMlspTV+UzIvWMkiBrLQeAu/2QHCV/6gOjuMg+P3QerqhKTqG+6LwBl1Len0RySLCX+tGX/swFOq/yRJEgZQSyi7mNfk/gchzeVNkpluR++j9jzaxreU5DnNpevlpGu7p3iekkk338xeFEtcPbuo6Ks9hYc5izZRhYNp0wDNpM6bbh1IOL00cd6ROmIxN+e8oCnyunyvW5/Ec5tS3EbKcMcaQ0RZnRIpVLm0gxVQUaL3dkOrqS1aG2RIDNTDCIxg8lM3e460pTBu/1PjrPeAFjtIhkyWJrjpLSBIFrK6ZPAre6LWjP3pkxIpF5OGdZFFDgefgtEqYLI7id1owmjryFLzRZ5/THFiLJEz6eYdFpPTHZFmzCDxqJlmwmeMwaT1eLBaRR3OR1L3j6jyTvzcdWRRQ68n/7qppwiLykCYJILlt0oyCN5LAT7qwq8hzBSmXydLA8zxW+LM3BH2RFJp8jkn3rffYMBhLg0M2O9TRU8IavQ7IM0ixTQgppOgmGMOijEixSUJ2NOIUowwXktZ1GDBNiHV1JTn/sRCqAwCAxKE2VAWcECogsYMg8gg0VCHUE0FyitGIhJQjutooMb/TgjpP4fzGWo8NDMhdJK4LumCVBGxt8RXccHAATltZDavI47SV/oKncRaRx/qgG4fH1idwWkSsD7ohzaEBtkkCTl9VXfCEWOQ5nLrCXxZZSQgpFUkUcEKTt2g9OGWFH9YSX/wIPI/1dZ6igYctjVVzqr+SwGNLY+F3bx+K45QV1QWjdSSBx9YWH+wzCILYLSJOai7eBpbD35UcO7ssYmW1E+GkCpdVhM9RGDBr8TuQUHRoBsNJLT50HLXmjkMWsaHOM+VIT0LI5MYXf7UsQjDSNtZHTDXtcyEpHe0QfH7wlqWT4YuXZZgON+ypEfjr3KUuzrzx1rggW0V07RsodVEImRV6fFcihmEgrZlgAE5s8mJt0IXOkSQ4cGjy2WGVeGgGwznrg5AEDiLPQ9VNSAKPczbUIhTPIBTPwGWV0Oi1Q+CzTxKqbBL+x+Y6JDIaTAZIApdNm2yYOHN1ADyXHbZvAkhkNFgkHgLHQ9ENcFz2abIxtg4Bx2U7Os1g0AwTPMflbnY4joPXbsH5m2oxEEljNKXC77Ag6LFC5DmkVR2iwOety0LIcuK0Sjh7XRAjSQWD0TQcFhGNPgdskgChBPXCZAyqnl3bSBYF2GURZ62twWhSRV8kBask5FIfSwKPlKLBYAwCx8FuOZJaMZHRwJCdimGTsu2BYWaPPd6GOC0Szl4fBDMZDDBw4GDhAcbxOG9DLfojacQyGvxOC2pcVthlAaZpIj229pJF5HOBXs0woGhH2iO3VcTZ64NIqTp0k42NTBBhlYRJp4Qwll23afy7C9NMk1R1A4bJKJX7AtANE5phguO4gmDbmhoXVlY7kFINnNDkBQcO5thiXNl+K/tbavHboJtAtdOCdUEHFD07CsxuEWGTReimCU3PnsMi8kt6DQFCFlNqbKrNYgSlrfJYICWj560HuBhMJQO9vw+WDZsW9bxzZZoMcdjh1gchVNAdHMdzCDR50XsohOhwAp7qpT9liSwPFVQNl46koqE7nEJXOAnDZKh1W7Em6MYJjVXZ91UTBwdjGIxlIPAcVlQ74bXLeKdzBHUeG+qq7IikFPBc9glcQtFxcCCGhKLhfauqkVQNtA7GkNYMeO0y1tW60R1OoS+SQsBlxbqgG13hBIYTKk5o9KI/mkJ3OAWOA5p9DtS4rdjRPYoGjxW1VQ4cGIhiJKHAMjYVqcZthV0WwfMcnBYJa4LZmyxVMxBKZHBgIIaMZsDnkLGxrgpOi1iSG0dCSs1uEWG3iFNOVVgMKVVH10gSnSMJMJad2rey2gXdNBFKZMBx2QVfQ/EMaj02hJMKDgzEkMhocFokrK9zw2kRMRjLZDOE6QYCLivW17khcBw6hhPoGW9D/E40++zQdBP7B2IIJxVYJAFralyodloQz2hIqjp4DoimNLhtEjhw6I0k0TmWBj7otmJdjQuMy6ZMHhhrC5t9DjT57NAME62DcUTSKmyyiA117kkDHumx73547Ls3eO1YFXAVLFIKZBezjaZU7O2P5r77xnoPPDaJAipzZDKGZEbHgcEohmIZyGL2NxFwWTGSUNAbSWJLgxf90QwSioZ1QTfaQ3H0RzMQuOwDhiq7jIODMTT5HOA5oDucwvpaN2wSj9ahODbWepDIaLn+U+Q5rK5xod5jg1Wmyx1CppNSDQg8tyjrTYk8D1mceiHyhaJ1dQGMQQwGF/3cczE6FEeCc8LDBsAG+8A1tJS6SPPG7bMj7JTRuW8QW85yUACcLAl0ZbHIEhkNf+8YRmTC6tSHR5Loi6TxwfVBMAa8cnAA2oSsA3t6I/DaZWxuqIJpMrx2aAgAUOu2IqXp2NuZTUN8cosPXeFU3nDngVgGA7EMTlnhx3Aig57RFPojaZy1rgZBtw1/6xhGekKq4v0DMXSPpnBCoxcCz2HbgYHcuiuKbuLdrjDqq2zY0uiFfcKFqaob2DcQRXvoyLn7oxkMRAdw1toaVE+yXgQhZGGlVR1/PTSUl0mnbzSNhio7Xj04BOOo9FuDsUzu5hYAFF2BVRSwo3s0L5tKz2gKzT4H3ukKIzOxDemPoiecxKb6qlz2H0U38U5nGM0+O6ySiM6RI2naD48kcOoKP2JpLVfG7nASjV47/tYxAm1CNp99/VH0R9NYFXBiMJ4ZO7aKN9uGsaHWjTVBd94ouJSq4/XWIcQzR75761Ac3eEkzl5fmxdMMU2G/kgK2zuPpG5WdAWvHRrCCU1etPgdEGjKyDGLZzS8vH8wN8JE0U3EMxrCSQWdI0mcv7EWf+8YRiyt4dyNtXj10FDe2gn7B2Jw2ySsrXFje+cImnx2eB0y/toawknNPjR4rEhqOv7WPpyXke697lH0jqZw6spqmnJKyDRSqr6o9cQuCSXJtqZ2dkDw+pbUtB7DMBHqjsDmcwNwg/V2AhUUSOE4DjVNXnTuG8RIfwzV9Z5SF4mQadFV4SKLpNW8IMq48afBhwZjeUGUcaMpFRyQF6hoqXbiQH8s99ptkwvmjI/b1x/FqkB2YVuDMfSEkxhJqHlBlHFJRUdC0dA5kii6eG1fJA3lqM8puplXtnEMwLtdYWS00qa4I2S5GoxlCtIRb27wYE9fpCCIMr6/XRYhjk1/ccoCNMMsSElb47JiKJ7JC6KMSyg6kooGj03K294VTsHvtBSs47SzZxSrJiy83eC1oyuczAuijIukVDB2ZH79uP0DsYK068PxTF4QZZyim+gcTuRu6gEgoxt4r3u0YF8A2N0bQUYrzYKIlUDVDezqHs37e3MAAi4rOkeSqPPYEEtriKQ1bKz3oC0UL7oAZSytQTdNOCwiusMpVDut4ADs7h2Fyy6jI5TIC6KMG04oSGQotSYh00kqOqyLkLFnnN0iLnoghakqtL7eJTcaJdQdgWmaqKpxgqsOAqF+MKWyFmd1eGxwVtnQtW8Apkl9Lil/FEhZRLpponc0Nen7As/lZek5Wu9oOm9BRsaQuxHy2mVEJmTlOVpS0fNWYZdEAX1TnKtnNDXlUPajb6pGk5Ofe3xxQELI4tIME13hZMF2h0VCKK5M+rnhRCaXHWdljSs3smQiv9OCwVjh9nEDsQyqnYVP+yIpFU5r/mDIbKaII22E32nFYHTyC8TBWBp+Z+Gc+viEm+XJvvu4nkgq72Zd0YyiN+FAdg2Yo4M0ZOZ0gyGUyP+9TbyBWlHtQG8k2x/5HBYMTPlvn4F/bD2F8d+SZjCouomBKX6P3VP0vYSQrKSiL2rWRYcsIqnqRYPmC0Xt6cpm66mpXbRzzlUmqWJkIIqqagdEUQD8NQCQHZVSYWqavVDSGgYPh6ffmZASo0DKIuKBgiw3edjU7ws88m42Ju5qmOa0CyhO3N9kbMpz8RyX9/Sw4P2jzjXdiHea6UjI4uMACEXrOSvInjORMKH+GwYr2rawY2xDBJ4rOtJt4nxoxlhBGzOjY084BsdN3Z7yHJfXLk03H5vasLk5+u9nMpbrN0zzyL8VAzBVV8ZzyP3bT/wtceCm/PdexIfshCxJJmNIqXrBaL+F5BgLqkfTkz+Mm2/q4cPgPVXgbYUZM8uRaTL0tIYgWyS4x9LEc5IM+AJgnYfy7gsqgdUuo6rGie5DQ9BUGs1OyhtdWiwinufR4p98JWoGhhb/5ItSNvocecPodZNBHrs6jGV0uK3SpDdHXrucN3ySsanPtaLaCX2KUSRBd/6TZq9dnvRGw+eQIdFVLCGLThR4rAoUtjmjCRUNVfZJP1ftsmJ0bITbgaEo6ors2x9No8E7+TEavPaiIwRcVgnJo6YauawizAnRlemOXeexIRTPH7UgcBwcE7ILiTyfm85YzKqAM9d+AtlMQZOtDSCL/KI+pa00ssij0Zf/75lWDTgtEjgABwaiaB7rj/rG1t6ZTF2VHUNj//bjvyWbJEASOTRO8Ztp8lEWCEKmklYNMGBR10hxyCJ4bupRzfOJaRq03u4lNa1n4PAI1LSG6gZP3jU+F2wAkgkg1F+6wi2QmkYvmMnQc3Co1EUhZEp0d7vIHLJQ9GLPZZVQ7bKixe+Ey1q4BnCj1454RsO6Wk9u7YK2oTiOb/TmGta+aHaR2KNJAocNdZ7c+ilWSUCTzwFZ4OFzyAX7B1wWMMawpsYFS5EAyMY6T94NCABYRAEnNvuKnvukZl/etCJCyOLxOiwIuvOfvO3ti45lOymsl+uCbgzFMhh/yGUYgK6bWBvMD0pE09msNj57YRsSdGfXrkir+dNhtjRUofuo6TYCz+HEZh/29Udz24ZiGQTd1qJtYZPPjpRaOF1w6wofrFJ+u1Rll1HnKXzq6B3bPnEUilUScOoKf8FoCI4DTl3hX9SntJVGFHhsrPMU3KB1jiSwpdGLSFqDReTR6LWjfTiBeq8d7qPW1wGA+iobFM2AqpvYVO9BVzgJngO2tvjRF0mj0WuHXS78d1pd4yy6nRByxHj2HNsiZrjiOA5Oq5Rb3HyhqT1dgGFACtYtyvnmaqQ/itHBOHx1bshHZ5pzeQCnG2brvtIUbgGJsoDqhioMdIaRilXWOjCkslDWnkWk6QZEgcemeg+a/Q4cHk7AMBkavHb4HRY4x56mvm9VACNJBb2jKQg8h5UBJzhwODQYQ5XNwNnrg+iLpDGSVJDRdJy7vhaxjAbTZPDYJJyzPojDwwmkNQPVTgtqPTZ0jiTgsUlYF3Shxm1DYmz/E5t8SKo6OkeS4AC0VDtgEXgcGIwhqej4wLogBqJphOIZWEQBK6uzF6RWKf+nIwo8Gqrs8NpltA8nkFJ11LisqK+y5WX3IYQsLqskYGuLD9G0io5QAgzACn82kHrW2hoMxtIYjGUgCTxWVjthkwUYZnbqTyyjwW2VIEvZ92rdNnQMJ6AZJoJuKzw2CaetrkYkqeLwWBuyMuCExyZDN0xsrq/CcCIDqyhgRcAJi8Cj2mWFLPBIqDq8dhmNXgcEnsOm+qrcgqBWkYdDFnHG6gCGExPawmonnBYRDNk1ooaTClwWESuqnbDLYkFWHask4MRmL1alnegYzi6e3eJ3wGuXYZNFGCaDbpjgOEAWBXgdFpy/sQ5d4SRGUyqqbBKa/dk2j1Ixzo3DIuHs9UEMxTLoi6RgEXmsDLggizzOcQTRHkpgfa0bzT4H2kNxnNLiRzStonc0BX4s9bVuMoTiGZy1tgaRlAq7LODcDbVIqzpkgYfTIuED64IYjmcz1ElCdlSS0ypS+mpCppHIZNPSF3uAtpA8NgkD0QwYYwvezqrt7eA9HvD2yUevlYvRwTgGDofh8Tvgqip8IMBxHFDfDHZwN9jwYHYB2griq3UjMpRAx+4+bDpjJfXBpCzRHe4iUDQD4aSCQ4NxqIaBGpcNqwJObG32gzET8lFBCadVgtMqoc5tBcfxuWkxVTYJ4LJPeW0Sj5axUSXa2CK28bGbnrW1bmyq94ABEDlAFEVsrK2CyUwwZBfrawslYJoMjV47mn0OBFdmnyDzYzcip1glcBwHUeDhskpY4XeA57kp039KIg+PKOOEJi9MxiBwHDV8hJQBqyTAKtkQcFrAAAg8D9M0oakGRJ5Ds88OkwGqZuQCKW6rCK9dhmGaME0GWRbhsEiosskwmAnLhHbLViWixp3fhkASsK5WQotmB89zkIQjN7KuBg90k0HkOQiCgIymI6Xq6BjOZl1pqLLBaZPhsGTPWT82ekSckNp4Xa0bq2fQzlglEVZJRLXTCgYGgefBGENS0dAxnMBANA1J4LGmxg2/0wKnVcLGOg8MasPmnV3OBr0aqmxQdBP7+2OIpBW4rSI2N3gh8BycFhFehwWGYcAi8Gjy2cHAQRY5uEURVpGDwAGNVTbIIg+O52G3iAhO6Jua/U40eO3ZdVOmWTuMEJIVz2iwSeKit3lVdhnd4RRGUyp8jsJFxOeLqSjQerthWbtuwc4xHxiAUPcoQj0RuHx2VAUnn6IKb3V2VMreHeA/8OGK6q94nkPtCh+69g9iuDeCQJER94SUGgVSFpiiGdjTF0HnyJHh7PFMHJ0jCZy9Pgi3rXBY/LijAyySKGA4nsFrh4bAkJ2CU+exY2fPkZSdCUVHXzSNU1b4UVdlgzh2cSmKPDKqib91jGAkeWQI5d7+KDqGE/jAuiAcE4YNSkc9vTv69VR4bupF/wghpcFPuNmMKzpePThYMEWmocqGFr8T73TlpwI+daUf9VV2iCIPscis0MmCrBapsJsRBAHjcZWMZuCdzhEMxo60S/sHskGOs9cH4bBIRdsfjuMgzqKdyd5QZ/dPKDq2HRjI++5/6xhGo9eO4xu9sEjCrI5NZo4xhpGkijfaQrlt8YyO3kg/Tmr2oclnh6obeO3QENJHpdb2OWS0+J14t2sYq2tcWFvjgk0o3t9MFfQnhBSKZTTYSjAFzm2VIAkc+kZTCxpIUTs7stl6ausX7BxzpWkG+lpDSETSqKpxwlPtnHKhc47jgJbVYHveBetsBbdi7aKVdTE4q2xw+x04vGcAVQEXpKOnNxFSYnSlscDSmpEXRBmnmwy7eiLQZpFSM3vDEcb4pf/Kahf29kWK7ruzexSZo9YniKS1vCDKxDJ2DMfzFnskhFQuRTOwpzdSNC15byQNUeAK1kHa0RUuaFPmQzyj5QVRcmXUTRwcjMEw5zctpmaY2DvJd+8ZTSFFWQIW1HjgrJid3aNQNAPtoURBEAUAwmMLUtokAW1DcaiLmDKVkErGGEMsrcFeghtVjuNQ7bSiK5xc0OtQ5dBBCNUB8Fbr9DsvMgYgEkqgbUcv0gkFNc1eVE0TRBnHuaqAmnqwfTvAEvEFLuniq23xgTGGjt19pS4KIQUokLLAimWtGDcUz0CdIjPO0VTdQPKoi3x9kk5HNUyoE4I0pslweGyx2WK6wykoswjqEEKWLs0wMTjFAm790XTBotiawRakjeicol3qHU1B1ec/kNIfnbxd7o2k5vV8JJ+im1Am+Tc1GINmMPRN8W8wEE0j4MreCA3HF2eBSkIqXUYzoBkmHCVa065ubLrf4ZHJ+4O5MCKjMEJDkBoaF+T4c5FJqTi8px+9rSFYHTLqV1fD7pzdyByuZTUgWWBufw1M16b/wBIiygJqV/gw0h/DcG+k1MUhJA8FUhbYdH/guQwen37kef4OU+1Pg9gJWV6mq/OsaIx2/luKqduxxW+ZOGoNS2+af4Lxnyb9SxEyP8bT3TtLNHXCLosIuq3Y0xtBND3/qZAz+/eBs1gg1pTPgqy6bqC/YwRt7/VCV3QEW3wINHggCLO/NeMEEdy6zUAqAXP7X8GMynow6ql2wu13oH1XHzKLlCqbkJmgQMoCCxZJvTmuzmPNLSQ7E7LI53VyJmOQhOKXkrLI5w3N53kOK6qdkx67xe+AhdJ7ErIsSAKP2inbJju6w/mjAmSBh0Wa/y6jZYp2qdnnKJhiNFeywKOhSAr6cVO9R+bOIvIFaZDHiTwHSeTRNMW/QV2VDaF4djRVtWvh1lMgZDmJpFRIAj/v7e1srKx2wiIJ2HZgEO92hdE6GEN/JAV9jlP4TEWB0noQUkMTuDJYO4kBGB2Ko/XdXkRCCfhqXahbVQ2bY/I1E2eCszvBrTsOGB6C+fZrYEZlTVOtW+mHIPI4sL0LBk3rJGWi9C1KhbNJAlbXFK64LQs8Njd4Ic0i8myVRJzc4sd4EoL2oQSOayhcxZoDcFKzD/ajFg3z2GQE3YVzQx0WES3VTloglpBlwiIJ2FRfVfSiucXvgKIb0I9am2TrCt+kN8Bz4bRIqC+S2tEmCVhT45r3RUNFgcfGOk/R777C74CNAsoLyioJOHmFr+hokpOafbCIAlr8zrzFz8cFXFYYJkNGM7C+1l3Smz5CKslIIps9q5RZX0SBx5bGKtR5bBiKpbGnL4o324fxp919U073m46yfy9gmpCaW+axtMcmk1TRsasPfW3DsDlkNKz2w+1zzGCE+cxwHh+49VuAkSGYr/83WGbyaaxLjSDyaFxbg3RCQeuOHrDiw2YJWVS0/PECk0UB64Nu1HlsODQYg6qbqPXY0ORzFAQ6ZqLKLuP8jXVoDyUQTipQDQPnrA+iPRRHPKPDZZWwusYFhyTkZegAshewW1t8CCdVtA3FYTKGJp8DtR4b7CWaF0sIKQ23TcLZ64LoCicxFMtAFnmsCrjgsoowTIYWvwOxtAa3TcKaGhfssrggwVarJOCEJh+a/QrahuIwTIYGrx31VfYFa5ecVgnnrq9F92gS/ZE0JJHH2hoXPDaZRuYtMI7j4HdYcP7GOrSF4oikVDgtItYG3XBYxGwKZKuEM9cEMBBJozeSAs9xaPE7wPMcesIpnLW2Bk5LNq01IWRuDJMhnFTQ4p98dOBiEXkeK6qdWFHtBGPZoOnh4STeah/GqSv8aPQ5ZnU8M5NBZvdOSI3N4C2lG8FmGiaGuiMYGYhClkXUrvDBap/bCJTJcFU+YPNJYAd2wXz1BfAnnQGuunymNM2F1SGjYU01eg6G0LG7HyuPq6uolM9k6Smrq5B4PI5nnnkGXq8X8Xgcp556KlatWlWw37Zt2xCJRCAIAjRNw6WXXlqC0s6cRRIQkAR47fLYdBz+mCs+P3aRubmhCoZpguc5iDyP460idCN7bHGKUS5WSUR9lZhdrI+xWaU1JoRUFqdVwoZaN1ZWOyFwHOQJQYQTmrwwTAaB5xY8laxVElDnsaPaaQWbYxs5U3aLiHXB7HfnOW7KdpPML4Hn4bLx2NLohWGaRX9jTouENUEJjV57NtW1wEHVTdS4rJCp3yJk3gwnMjBZ9kFdOeE4DjZZxIY6Nw4NxrC9cwROqzSrcqbfeRuMMcirVy9gSSfHAMSGExjoDMPQTXgDTrj9znkbgTIZzuECjjsFrHUPzDdfArdmE7h1m8HxS7/tdPscqFtpor8jm/2NgimklMrqyvGee+7BJZdcgo985CO44oor8KMf/Qi6nj/H78CBA9i7dy8uueQSXHjhhfD7/XjqqadKVOLZEQUesijMS4UXeA6yKEAcu/iUBAE2WZzxzYAk8BREIYSA53nYZDEviAJkb3ZlUVjwIMpE0jy2kTPBcWPtKAVRSmK8H5vqN2aVRVik7D42WaQgCiHzrG80BavEH9Mo6cXAcRzW1Lhhl0W81R6CNsP1MbS+HigH98Oydh14efFHo6TiCjp296HnUAiyVUL96mp4qhc+iDKOk2VwG08E17QSrG0fzFf/DBYJL87JF5g36ELdSj8GO8M48HYXdK2yFtclS0fZXD12dHSgv78fTueRoYUNDQ14/vnn8/Z7+OGHceqpp+Zen3766XjooYcWrZyEEEIIIYQsdZphomc0hYDTWtZP9Xmew4Y6D1TdxPbDI9Ouj2FEI0hsewmCvxpS0+KtjcIAJGMZdO4bQMfuPhiaiWCLDzWNVZBKMG2U4zhwDSvAHXcyYOgwX/svmLu2g6lLP3W8N+hC0/oaRIeT2PlKK6LDC5M6m5CplM3Unh07diAQCORtCwaDeOedd3DxxRfntr3zzjv4whe+kHttsVgQi8UwMjICv99fcNzzzz9/yvPeeuutcyw5IeRYUN0kpHxR/SSkPM1n3WwdjMFgbMosbuXCKglYG3RjX38Uu3oj2NJQVTT4ow0OIPHSi+AkCbbjT1yUAJGmGoiFk4gMxZFJqpAtIgINHtg9trJI056d6nMyMNAD1tMO1tMBbuU6cCvWgrOW/7/9ZFxeO1ZtqUNf2wj2vnkYVTVONKwJwDU2JZSQhVY2gZRQKATLUQtBybKMUCg04/2KBVIIIYQQQgghR/SOpnBgIIZGr33JLLLtd1qwOuBE21AcaVXHlkYv7LIIZprQQ0NQDu6H2tYKweuD9cSTwMnzv+6LaTKoigYlpSGdUJCKppFOqgAH2J1WBJu9sDotZRFAmYjjeaC+GQjUgvV1gXUcAGvbB1QHwQUbwPlrAIerLFJEz4ZsldCyKYjYSBKh3ij2vN4Bq12Gt9YNt98Oh9sGucQZqUjlKptASiAQQGtra942VVULRqkEAgEoijLtfuP+8pe/THneF1544RhKSwiZK6qbhJQvqp+ElKf5qJs7usLoGJsKYTCW+++lwirx6Iuk0RfJpvcVdRUntr0Nh5IABAG82w21o2PWx9U1HbGRFJg5s3VYAMACwMpzECUBfIIDEkBm1mcuAbsXciIMLjQAFhrAZJOlGMcjumIrdKdvUYt3LJxVNqQ4DpmUiv72YfS3F9+P4zhsOmMF3LPMAkXI0comkHLiiSfiySefzNs2ODiIrVu35m3bunUrenp60NTUBCAbRHG73cc8GiUSiczpgvB3v/sdAODyyy8/5mMsN/Q3Ozbl/nfzeDx43/veN2/Hm2vdnA/l/jefL8vhey7n7zjfdRMoj/o5U5X8b1/J3w1YHt8vk8ng0UcfnbdjzqRuqvZqwBFAMhrGoSjgdJQ+9fGscRwgSAAAXZSRka0Q9TQYgExP96wOlUgkAQAupwsWNvMRGXnBB3VWpywLKicBHMAzAxLTi+7DMRPpoSGMxhe5cPOAhwCuyNggxhj+/tZ26Hy64L2Jbc5C9J2ksnBsuhWbFtEXv/hF3HzzzQgEAmCM4ZZbbsE999yDP/zhD9i8eTM2bNiAgwcP4qmnnsJtt90GIJsKeWRkBJdddllJyjw+V3W6JwTkCPqbHRv6uy2+5fI3Xw7fk77j8lXJf5dK/m4Afb9KP3+5oL9DFv0d6G9AZqdsRqQAwFe+8hX85je/QSAQQDgcxvXXXw9RFPHYY4/h4osvxoYNG7Bu3TqcfvrpuYghYwwf+9jHSlxyQgghhBBCCCGELAdlFUhxOp249tprC7Y/9dRTea/PPffcxSoSIYQQQgghhBBCSM7SWpqZEEIIIYQQQgghpIQokEIIIYQQQgghhBAyQxRIIYQQQgghhBBCCJkhCqQQQgghhBBCCCGEzFBZpT8mhBBCCCGEEEIIKWc0IoUQQgghhBBCCCFkhiiQQgghhBBCCCGEEDJDFEghhBBCCCGEEEIImSEKpBBCCCGEEEIIIYTMEAVSSMm88sorePrpp0tdDEIIqTiZTAa/+MUvSl0MQuYFXS8QQggpN5S1Z5489thjsNvtuPTSS0tdlLIXj8dx55134sILL8R5551X6uKUvZGREfzyl7/EqlWrEIvF6He2SPr7+/Gd73wHAwMDiMViuOGGG/ChD32o1MWadyMjI7jnnnvQ19eH4eFh3HrrrTj//PNLXawFU8lttaIoOOuss2Cz2QAAq1atwiOPPFLaQpXQcqnDQOX+riv1eqEc+vV4PI5nnnkGXq8X8Xgcp556KlatWrWoZSgXXV1d+OxnP4uHHnoIjY2NpS5OSSyn9nIqy+2aiMwRI3P26quvsgsvvJA9+eSTpS5K2VMUhX3iE59gL7/8cqmLsmR8/vOfZ52dnbnXN910E+vq6iphiZaHe+65h8ViMcYYYwcOHGAnn3xyRf7dn3nmGZZOpxlj2bbspptuKnGJFk6lt9WDg4PspZdeKnUxysZyqcOV+ruu5OuFcujXb7/9dhaPx3Ov//3f/51pmraoZSgHL730EvvFL37BzjrrLNbd3V3q4pTMcmkvp7OcronI3NHUnjnau3cvEokENm/eXOqiLAkPPfQQWlpacPbZZ5e6KEvG4cOH4XA4cq9ramrAaCDZgkokErj88svhcrkAAOvWrUNLSwva29tLXLL5d9FFF8FqtQIARFHEl770pRKXaGEsh7Y6Ho/D5/OVuhhlYbnU4Ur+XVfy9UKp+/WOjg709/fD6XTmtjU0NOD5559ftDKUi5NPPhlXX301JEkqdVFKZrm0lzOxXK6JyPygQMocDAwMYMeOHbjgggtKXZQlwTAMPProo7j66quxa9cufPvb38ZPfvKTUher7P3zP/8zbrvtNvT09CCVSuGUU05Bc3NzqYtV0ZxOJ1avXp17nUqlEI1GcdJJJ5WwVAtncHAQ999/P77xjW/gP/7jP2CaZqmLNK+WS1sdjUZx88034+STT8Zll12Gt956q9RFKpnlUIcr+Xdd6dcLpe7Xd+zYgUAgkLctGAzinXfeWbQylIvx4MFythzay9mo9GsiMn/EUhdgqUqlUvjtb3+Lz33uc6UuypLR2toKwzCwceNGcByHLVu24B/+4R9wxhln4Pjjjy918crWhRdeCEEQ8O677+Lll1/Gxo0bwRgDx3GlLtqy8ZOf/ARf+9rX4Ha7S12UBeFwOHDjjTfiM5/5DC699FJs2rQJl112WamLNS+WU1vd0NCAn//856ivr8fLL7+ML3zhC/jtb3+LpqamUhet5CqtDlf677rSrxdK3a+HQiFYLJa8bbIsIxQKLcr5SXmrtPZytir5mojMLxqRcoyeeuop7NixA//2b/+G66+/Hm+++SYeffRRXH/99aUuWtnKZDKoqqrKu1DYvHnzsnwCMhtf/epXsXXrVlx00UW47777sHv3bsrGsYieeeYZnH766TjrrLNKXZQFMz682+l04oILLsDOnTtLXKL5s5za6mAwiMbGRvA8j/POOw+XXXYZXnnllVIXq+QqsQ5X+u+60q8XSt2vBwIBZDKZvG2qqhaMUiHLTyW2l7NVyddEZH7RiJRj9KlPfQqf+tSncq9vu+02nHbaaRSxnEJjYyNGRkZgmiZ4PhvD03W94KkIyffGG2/g7rvvBgDwPI+LL74YTzzxBK655prSFmwZeO6557B69eqKXH9gMplMBvX19aUuxrxZzm11MBgsdRFKrlLrcKX/riv9eqHU/fqJJ56IJ598Mm/b4OAgtm7duijnJ+WpUtvLuai0ayIyv2hEClk0fr8fp59+Ol5++eXctvb2dnzwgx8sXaGWAK/XmzfctrW1Fe973/tKWKLl4Te/+Q1WrlyZu6AwTbPiUsmqqoqhoaHc63g8jp07d+KKK64oYanIsWpra8v9t2EYeP311/HhD3+4hCUqreVQhytVpV8vlLpfX7lyJRoaGnJlYIyht7cXH/nIRxatDKS8UHtJ10Rk9mhECllU3/rWt/DAAw8gHo8jFArhpptuQkNDQ6mLVdbuvfde/OxnP8OGDRuQSCQAAFdffXWJS1XZtm3bhu9+97t5w5yj0SguvPDCEpZq/vX39+Pf//3f8YEPfADHH388Dh8+jB/96EfweDylLhqZJcYYHnzwQTDGcPrpp0NRFHzpS19atkP1l0sdrmSVfL1QDv36V77yFfzmN79BIBBAOBzG9ddfD1FcfrcFyWQS//3f/43h4WE888wzuOKKK+D3+0tdrEVF7WUWXROR2eIY5VElhBBCCCGEEEIImRGa2kMIIYQQQgghhBAyQxRIIYQQQgghhBBCCJkhCqQQQgghhBBCCCGEzBAFUgghhBBCCCGEEEJmiAIphBBCCCGEEEIIITNEgRRCCCGEEEIIIYSQGaJACiGEEEIIIYQQQsgMUSCFEEIIIYQQQgghZIYokLLMmKY552MwxuahJISQo1H9JKQ8HUvdzGQyiEaj0+7X1tYGVVWPpViELHtUNwkhpUKBlGWmp6cHV1xxBeLxeG7bv/zLv+DQoUMzPsYf/vAH/OAHP8i9/ulPf4qnnnpqRp/9/e9/j+9+97swDKPo+5lMZsblAIADBw7g1ltvxd69e2f1OULKUanr50QPP/wwfv/738/6cxNR/SSV4ljqptVqxQMPPIBQKAQg/4ZvcHAQP/jBDxAOh1FTU4Mvf/nLU56f+k5Ciit13ZyI+k1ClhcKpCwzsiwjGAzC5XLltkUiEaxduzb3+t1338X+/fsBoGgknuM4NDU15V6rqoqGhobc61AohK9+9atFz2+aJkzThCAIBe+99tprOO+887B9+/ain927dy8SiUTetvXr1+Piiy/Gn//854LzPPLII0WPU8y+fftmvO90NE3DwYMH5+14ZPkoZf1sbW3Ne3311Vfju9/9LiKRSMG+3d3dBduofpJKNtu6OW7Tpk149dVXMTAwgIMHD+Lee+/F3XffjV//+tdwOBxQFAUulwuyLENVVfz1r38ten7qOwkprpR1k/pNQpY3jtE48IrV3t6OO+64I+/CS1VVdHZ25nUwe/bswebNm3OvW1tbIUkSnn/+eTz88MN44403YLFYcu8PDw8DAKqrqwEAvb29cLlccLvdeee/5ZZbcPzxx+dt++Mf/4jR0VF86lOfytv+wgsv4P7778dNN92E8847r+jF4mOPPYaf/exneTeFk0mn02hra8Odd96Jj370o1Pu+3/+z//Baaedhg984APTHncmGGP4+te/jgsvvBAnn3zyvByTVJ5yqp+JRAJXXnklPB5P3j7RaLRgG2MM7733Hn75y1/ihBNOyG2n+kkqxXzUzSeeeAIvvfQSTNMEz/Po6OjA1VdfjUwmA47jcOmll6Krqwu7d+/G22+/DYfDkTv3t7/9bWzYsCGvTNR3ElJedZP6TUIIGKlog4ODea97e3vZ5z73ubxtH/vYx6Y9zsDAABsZGWGMMbZr1y62bdu23PYXXniBdXV1McYYa29vn/I4zz33HHv00Ufztv3f//t/2Z133skSicSUn33iiSfYk08+mXv93//93+zxxx/PvU4mk+ymm25i6XR62u8z7umnn2b/7//9vxnvP1OKorDrrruORaPReT82qRzlUD8HBgbY5Zdfzl588UXGGGNdXV3shz/8IVNVlTHG2NDQEPv1r3/NNE1jjDG2bds29vrrrxcch+onqSRzrZvxeJz19fUxxhhLpVKsr6+PdXd3s/vvv589+OCDrLu7m23bto2FQiFmmiZjjLF9+/ax4eHhosejvpOQrHKom9RvEkIYY4ym9lS4mpqavNemaeJDH/pQ3rajn1QX09HRgcsvvxxXXXUVvv3tb+OWW25Bb28vXnvtNdx///24/fbbcdVVV+GTn/wkfve7382obOl0Gt///vexbt06fO1rX8tF/aej6zoAFCwUJggC+vr6YLVaoWkaHnvssSkX3ozH43j22WfxyU9+ckbnnQ1ZlnH99dfjwQcfnPdjk8pRLvXzn/7pn3D++ecDAAzDQFtbGyRJApBde+Gvf/0rRFEEAGzZsgXbt2+ftG5R/SSVYK510+l04j//8z+RTqfx9ttv4+c//3muDo1TFAVWqxWPP/44gOx6Rm1tbdOWjfpOspyVS92kfpMQIk6/C6kk3/zmN/OGP372s5/FZz/72Wk/x3EcPvnJT+Laa68FAFx33XVoaGgAx3H4t3/7N/zDP/wDAOCrX/0q3ve+9017vL6+Pvztb3/DZz7zGdhstll9h1tvvRV9fX2IRqMwTRPPP/88gGxnevDgQVx11VUAsh2T1+vFRz7ykaLH+c///E987GMfA8/PLJ745ptvzui7jTv++OPxs5/9DKlUCna7fcafI8tXKepnVVUVHn74YTz22GPgeR6ZTAZ9fX25eqQoCnp6enKvx23evBnnnntuQVmofpJKdCx1s7m5Gb///e8Ri8XwhS98AalUCoIg5G6EdF2H0+nEW2+9hUsuuQR+vx+nnXbalMekvpOQfKWom9RvUt0kBKBAyrLy7LPPgud5/K//9b9y24aHh3HKKacAyM73vPPOO/HpT3+6YG0Txhh+9atf4eWXXwYADA0N5bb/8Ic/xK9//WsA2Sfj11xzzbRlqa+vn3KO509/+lOceeaZ2LRpU952juPw3e9+F0A2O0kqlcI//uM/Ash2XNdccw0effTRac8PAH/5y19yx5q47YUXXoDdbsef//xnXHTRRbjtttvw3HPP4cEHH8QDDzyAH/7wh9i5cydaWlrwwAMP4Oc//znefPNNhMNh3HXXXXlzUs844wy89NJLuRtZQiZTqvppsVjw9NNP580X/9GPfoT77rsPQHaBvO9973sFdaUYqp+kEh1L3VRVFVu3bkU0GsXOnTuxf/9+VFVVQZKk3CLRmUwG8Xgcl156Kdra2nDBBRfg6aefxtlnnw2fz1e0LNR3EnJEqeom9ZtUNwkBKJCybITDYXznO9/Bs88+m7d9PGodjUbxr//6r7jggguwcePGgs8bhoGbb74ZF1xwAQDgt7/9LQCgpaUFP/jBD7Bq1SoAwM6dO7FixYrc54aGhvDpT38afr8fHMdhZGQEuq7jhRdeAJAdolzsqVpvby9efPFFPPLII7BarQCykfiJi2oCwCOPPJIXuZ9qyOPRMplM3pDot99+G3fddRf++Mc/wuVy4fLLL8cbb7wB0zTR3t6OUCiE9vZ2fP/730cmk8HHP/5x3Hrrrbj33ntx880344UXXsA3vvGN3HcDgK1bt+K3v/0tdThkSqWqnxMdPHgQN9xwAzweD6LRaO4JWCaTQTgcxic+8QmsWbMGX/7yl4vWWaqfpBIda92866670NbWhlAoBI/HA4fDgQ984AOw2+25m7VUKoWvfOUrGBkZwaFDh3KLWGqahnPOOYf6TqqbZAqlqpsf//jHc8eifpOQ5Y0CKcsAYwzf+ta3IIpi0XmjHR0duOOOO3DTTTflovhHq6+vRygUwq5duwAAGzZswK5du2CxWJBMJnPb3377bfj9fsiyjEAggJqaGjz33HO5FdaPzjzw8MMP45//+Z9n9D10XYcsy7nXgiDg9ttvx9lnn517/+67757RsZLJZEGn9vTTT+OCCy7IpdA77rjjcNxxxwEALrvsMjz11FO5jsNms+GDH/wgrFZr7snh2WefjRtvvDHvmNXV1RgcHJxRmcjyVMr6OZEkSTj11FPxv//3/wYAtLW1wev15n7fnZ2d+OY3v1lw0TeO6iepNHOpm+P16KGHHsIZZ5yBLVu24N1330VXV1cuNaqmabj//vsBZKfj/eQnP8k7BvWdVDdJcaWum+Oo3yRkeaNAyjLw4IMP4pJLLkFnZ2fBe4wxPPDAA7j//vsLbqyAbGT8L3/5y6zO91//9V84ePAgfvnLX2LTpk1F0zGOG5+nOl0qNyA7RHPNmjU4dOgQvv71r+e2//SnP83b59lnn8VFF1005bGOjtoDQCgUQl1d3aSfOXrO6fjTvomvTdPM2+Z0OpFOp6csC1neSl0/p9qP53lcd911uW1er3fSuddUP0mlmUvdbG9vh67rGBoawsDAAHbu3IlQKIQzzzwTXV1dALKjSgzDyOsjX3zxRZx99tmQJIn6TqqbZBKlrpuToX6TkOWFAikV7plnnsGmTZtw1lln5a20HY1G8eMf/xhdXV144oknwHFc3ueSySQcDgc+/vGP42Mf+1iucU6n0/jc5z6HH//4x3lRdCA7pLi+vr7gWFP50Ic+hGuuuQZr167F5s2bp9w3EokgEAhgzZo1eOCBB9De3o6qqiqsWbMGADA6Ooorr7xyypvDcT6fD4lEIm9bc3Mz9u3bN+Oyz0Q4HEYwGJzXY5LKUc71c+fOnbj22msnnUJwNKqfpJLMtW4ODw+joaEBqVQKmzZtwsknn4z7778fq1evxltvvQXYwjdOAAAGYklEQVQgO5LsV7/6FR555BHE43FcddVV0DQNuq7npulNhvpOslyVc92kfpOQ5YXSH1ew0dFR1NfXF6SFe/HFF/Hoo4/iX/7lX9DS0lL0xmrbtm0AALvdnhfh/vrXv46Ojg5ce+21uOqqq/L+d8kll+QW2popnufxxS9+Eddffz1effXVKfft7+9Hc3MzgGyHccopp+CZZ55BJpOBYRi46667cMcdd2D16tXTnpfjuILv/Y//+I/Ytm0b/vjHPwLIrjvx2GOPwTCMWX2nibq6uiZdk4Isb+VWP03TzD15CoVCALLDo7/2ta8ByNaH8fnjxVD9JJViPurmaaedhoaGBjDG0NDQAJ/Ph2QyCb/fDwAYGBjAOeecg7179+LFF1/EiSeeiEcffRS//vWvpw2iANR3kuWp3Oom9ZuELG80IqWCeb3egrmh3d3d2Lx5M/7H//gfk34ukUjk5oke7fbbb0cqlSoajb7uuuvw+c9/fsblY4xh+/btOOWUU3DXXXfh+uuvx7nnnotPfepT2Lp1K0RRzNsXQMFT9quuugp33HEHDMPA+eefj/e///0zPv/69evR1taW66BWr16N733ve7j33ntx//33o66uDjfeeCMymQx+97vfIRQK4Xe/+x0+8pGP4O9//zv+9Kc/wel04v3vfz/WrVuHX/3qVwCA559/Ppea7qWXXsInPvGJGZeJLB/lVj8FQcDGjRthGAbuuece3Hbbbbn6OV7e8fTK27dvx3HHHZeb9031k1SS+aqbsVgst9bAvn37sHXr1rz3/vCHPyAcDqOtrW1WC0pS30mWq3Krm9RvErK8USBlmWlqasp7LYoiFEXJWwhr165d+POf/4wrr7yy4PMulyu3aNVEqqqC5/lphzKOdxxvv/023nzzzdw5zjnnHDz++OO46aabcNVVV8FqtaKpqQlXXXUVrrjiCrz55ptFF9pUFCX3FOD111+HzWbD1q1bJ00dOdFFF12EZ599Nm8hrQ996EMFTzoMw8B1112HG264AYqiQJZlnHrqqfjDH/4AxhgMw4Asy/inf/onXHvttchkMrm/SV9fH1paWqYtCyFAaevnqlWroOs6br31VlxzzTVoaWnB9u3bc0+uvF4vvF4vAGD37t2oqqrKXaxR/SSV7ljq5rPPPosrrrgCQDYF6fi6Ce+++y6amprw3nvv4eMf/zjuvPPOvOBHMdR3ElJcKesm9ZuELG8USFlGFEUp2HbCCSfgox/9KKqrq2GaJpLJJEKhED75yU9Oe7zR0VHs3r0b1dXVeOmll3DWWWdN+5m3334br7/+Oq666ip87nOfy3tvy5YteOaZZ/DII4/gvffewy233JJL2/qnP/0JX/ziF3P7ptNp/OIXv8COHTtw9913o6mpCU888QS++c1vore3Fy6XC4FAAA6HAw899FDRDmjNmjVIJpMYGhpCTU3NpGUWBCF3Azr+/3a7Pff++MJj44t2jb/3+OOP51LhETKdUtXPWCyGt956C21tbXC5XPjGN76R+52vW7cOX/7yl3PDghlj0HUdkUgE69evz10QUv0klexY6mY8HofT6URzczMOHDiA8847L/dbvPvuu9HQ0IDTTz8ddXV1OPfcc3HllVeCMTbpGkbUdxJSqFR1k/pNQggAgJFl43/+z/9ZdLthGExRFKYoCtM0bVbHTKfT7JZbbmF33HEHUxRlyn0VRWGf/vSn2RtvvDGrc7zyyits+/btLJVKsVdeeYV9//vfZ/fccw978803C/bVNI398Y9/ZNdeey276KKLWG9v75THHhkZYV/+8pdn/b2nc+DAAfad73xnXo9JKlup6ueBAwemrbtTofpJKt2x1M2dO3fm/ntkZGTac1x//fVM1/Wi71HfSUhxpaqb1G8SQhhjjGNsFhNzCSkBVVUhyzJ27tyJ2traKaPsx6K7uxt///vfcdlll83L8Rhj+PGPf4zPfvazk6a8I6RSUP0kpDxR3SSkPFHdJKQyUCCFEEIIIYQQQgghZIYorEgIIYQQQgghhBAyQxRIIYQQQgghhBBCCJkhCqQQQgghhBBCCCGEzBAFUgghhBBCCCGEEEJmiAIphBBCCCGEEEIIITNEgRRCCCGEEEIIIYSQGaJACiGEEEIIIYQQQsgMUSCFEEIIIYQQQgghZIYokEIIIYQQQgghhBAyQ/8/0Bcw1qJeEm0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1113.38x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris,hue='鸢尾花种类',markers=[\"o\", \"P\", \"^\"],palette=['#aecde1','#ed9f9b','#c6b3d3'])\n",
    "plt.savefig('./第四题.png',transparent=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e91bad68-eb83-41cb-85d4-df3180ae2816",
   "metadata": {},
   "source": [
    "实验5: 使用边际图（Marginal Plot）展示 Iris 数据集中花瓣长度（petal length）和花瓣宽度（petal width）之间的关系，同时展示这两个变量的单变量分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "c9be7777-e054-462a-bed7-9a776a770d5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>花萼长度 (cm)</th>\n",
       "      <th>花萼宽度 (cm)</th>\n",
       "      <th>花瓣长度 (cm)</th>\n",
       "      <th>花瓣宽度 (cm)</th>\n",
       "      <th>鸢尾花种类</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     花萼长度 (cm)  花萼宽度 (cm)  花瓣长度 (cm)  花瓣宽度 (cm)      鸢尾花种类\n",
       "0          5.1        3.5        1.4        0.2     setosa\n",
       "1          4.9        3.0        1.4        0.2     setosa\n",
       "2          4.7        3.2        1.3        0.2     setosa\n",
       "3          4.6        3.1        1.5        0.2     setosa\n",
       "4          5.0        3.6        1.4        0.2     setosa\n",
       "..         ...        ...        ...        ...        ...\n",
       "145        6.7        3.0        5.2        2.3  virginica\n",
       "146        6.3        2.5        5.0        1.9  virginica\n",
       "147        6.5        3.0        5.2        2.0  virginica\n",
       "148        6.2        3.4        5.4        2.3  virginica\n",
       "149        5.9        3.0        5.1        1.8  virginica\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "32fa217e-e722-4b3b-b28c-9d9551670500",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.JointGrid(data=iris,x='花瓣长度 (cm)',y='花瓣宽度 (cm)',hue='鸢尾花种类',palette=['#aecde1','#ed9f9b','#c6b3d3'])\n",
    "g.plot_joint(sns.scatterplot,\n",
    "            color = '#ed9f9b',\n",
    "            marker = '^',\n",
    "            )\n",
    "g.ax_marg_x.hist(iris['花瓣长度 (cm)'],\n",
    "                 color = '#aecde1',\n",
    "                 bins = 15,\n",
    "                 edgecolor = '#dae0ed'\n",
    "                )\n",
    "g.ax_marg_y.hist(iris['花瓣宽度 (cm)'],orientation = 'horizontal',\n",
    "                 color = '#c6b3d3',\n",
    "                 bins = 15,\n",
    "                 edgecolor = '#f0e6f6'\n",
    "                )\n",
    "g.fig.set_dpi(150)\n",
    "plt.savefig('./第五题（1）.png',transparent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "f2986f3a-5d5b-45fb-975a-cf28aa09c10f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.JointGrid(data=iris,x='花瓣长度 (cm)',y='花瓣宽度 (cm)',hue='鸢尾花种类',palette=['#aecde1','#ed9f9b','#c6b3d3'])\n",
    "g.plot(\n",
    "    sns.kdeplot,  # 中心图标\n",
    "    sns.kdeplot,  # 两边的\n",
    "    fill = True,\n",
    "    alpha = .5)\n",
    "plt.savefig('./第五题（2）.png',transparent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f823061a-da93-4d69-98aa-73afbd1c9a71",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
